Stop the war!
Остановите войну!
for scientists:
default search action
Search dblp for Publications
export results for "stream:conf/mlsys:"
@inproceedings{DBLP:conf/mlsys/0001CDGHHILP0SS22, author = {Paul Barham and Aakanksha Chowdhery and Jeff Dean and Sanjay Ghemawat and Steven Hand and Dan Hurt and Michael Isard and Hyeontaek Lim and Ruoming Pang and Sudip Roy and Brennan Saeta and Parker Schuh and Ryan Sepassi and Laurent El Shafey and Chandramohan A. Thekkath and Yonghui Wu}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Pathways: Asynchronous Distributed Dataflow for {ML}}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/37385144cac01dff38247ab11c119e3c-Abstract.html}, timestamp = {Mon, 13 May 2024 16:08:52 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/0001CDGHHILP0SS22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/0002GXZCCZGCJ22, author = {Jie Zhao and Xiong Gao and Ruijie Xia and Zhaochuang Zhang and Deshi Chen and Lei Chen and Renwei Zhang and Zhen Geng and Bin Cheng and Xuefeng Jin}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Apollo: Automatic Partition-based Operator Fusion through Layer by Layer Optimization}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/e175e8a86d28d935be4f43719651f86d-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/0002GXZCCZGCJ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/0003GKHD22, author = {Runsheng Guo and Victor Guo and Antonio Kim and Josh Hildred and Khuzaima Daudjee}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Hydrozoa: Dynamic Hybrid-Parallel {DNN} Training on Serverless Containers}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/0a5209deb79dc584d8ddb41a792d8549-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/0003GKHD22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/0006RSWH22, author = {Yi Ding and Avinash Rao and Hyebin Song and Rebecca Willett and Henry Hoffmann}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {{NURD:} Negative-Unlabeled Learning for Online Datacenter Straggler Prediction}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/21d45762b38dbbd05c0ddbd6601d8f6c-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/0006RSWH22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/AgarwalWVP22, author = {Saurabh Agarwal and Hongyi Wang and Shivaram Venkataraman and Dimitris S. Papailiopoulos}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {On the Utility of Gradient Compression in Distributed Training Systems}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/773862fcc2e29f650d68960ba5bd1101-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/AgarwalWVP22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/AlkanWMNDS22, author = {Oznur Alkan and Dennis Wei and Massimiliano Mattetti and Rahul Nair and Elizabeth Daly and Diptikalyan Saha}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {{FROTE:} Feedback Rule-Driven Oversampling for Editing Models}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/bea4cb243dfb49a6309c58cf5531a6c6-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/AlkanWMNDS22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/BhardwajMOGNCSM22, author = {Kartikeya Bhardwaj and Milos Milosavljevic and Liam O'Neil and Dibakar Gope and Ramon Matas Navarro and Alex Chalfin and Naveen Suda and Lingchuan Meng and Danny Loh}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Collapsible Linear Blocks for Super-Efficient Super Resolution}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/3134f61af2136e249b0d8f190cbdc508-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/BhardwajMOGNCSM22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ChenWK22, author = {John Chen and Cameron R. Wolfe and Tasos Kyrillidis}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {{REX:} Revisiting Budgeted Training with an Improved Schedule}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/77cdf4ffbd2afd02541e02533ec56820-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ChenWK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ChoTCS22, author = {Junguk Cho and Diman Zad Tootaghaj and Lianjie Cao and Puneet Sharma}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {SLA-Driven {ML} Inference Framework for Clouds with Hetergeneous Accelerators}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/bcf9bef61a534d0ce4a3c55f09dfcc29-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ChoTCS22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/DesaiCS22, author = {Aditya Desai and Li Chou and Anshumali Shrivastava}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Random Offset Block Embedding {(ROBE)} for compressed embedding tables in deep learning recommendation systems}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/1eb34d662b67a14e3511d0dfd78669be-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/DesaiCS22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/DoggaNSSVN22, author = {Pradeep Dogga and Karthik Narasimhan and Anirudh Sivaraman and Shiv Kumar Saini and George Varghese and Ravi Netravali}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Revelio: ML-Generated Debugging Queries for Finding Root Causes in Distributed Systems}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/650e2245aa3513ed517f4cf1b3d58e06-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/DoggaNSSVN22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/DuZAWXJ22, author = {Kuntai Du and Qizheng Zhang and Anton Arapin and Haodong Wang and Zhengxu Xia and Junchen Jiang}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {AccMPEG: Optimizing Video Encoding for Accurate Video Analytics}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/853f7b3615411c82a2ae439ab8c4c96e-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/DuZAWXJ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/FegadeCGM22, author = {Pratik Fegade and Tianqi Chen and Phillip B. Gibbons and Todd C. Mowry}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {The CoRa Tensor Compiler: Compilation for Ragged Tensors with Minimal Padding}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/afe8a4577080504b8bec07bbe4b2b9cc-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/FegadeCGM22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/HaoAHMCCCY22, author = {Wei Hao and Aahil Awatramani and Jiayang Hu and Chengzhi Mao and Pin{-}Chun Chen and Eyal Cidon and Asaf Cidon and Junfeng Yang}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {A Tale of Two Models: Constructing Evasive Attacks on Edge Models}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/1ccc3bfa05cb37b917068778f3c4523a-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/HaoAHMCCCY22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/HuJZP0ZLG22, author = {Hanpeng Hu and Chenyu Jiang and Yuchen Zhong and Yanghua Peng and Chuan Wu and Yibo Zhu and Haibin Lin and Chuanxiong Guo}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {dPRO: {A} Generic Performance Diagnosis and Optimization Toolkit for Expediting Distributed {DNN} Training}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/b422680f3db0986ddd7f8f126baaf0fa-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/HuJZP0ZLG22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/HuYM22, author = {Zhiming Hu and Angela Ning Ye and Iqbal Mohomed}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {mmSampler: Efficient Frame Sampler for Multimodal Video Retrieval}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/d59a1dc497cf2773637256f50f492723-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/HuYM22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/HuangLYLZ22, author = {Yimin Huang and Yujun Li and Hanrong Ye and Zhenguo Li and Zhihua Zhang}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Improving Model Training with Multi-fidelity Hyperparameter Evaluation}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/c4d41d9619462c534b7b61d1f772385e-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/HuangLYLZ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/HubaNMZRYWZUSWS22, author = {Dzmitry Huba and John Nguyen and Kshitiz Malik and Ruiyu Zhu and Mike Rabbat and Ashkan Yousefpour and Carole{-}Jean Wu and Hongyuan Zhan and Pavel Ustinov and Harish Srinivas and Kaikai Wang and Anthony Shoumikhin and Jesik Min and Mani Malek}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {{PAPAYA:} Practical, Private, and Scalable Federated Learning}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/a8bc4cb14a20f20d1f96188bd61eec87-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/HubaNMZRYWZUSWS22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/KalerSOISL022, author = {Tim Kaler and Nickolas Stathas and Anne Ouyang and Alexandros{-}Stavros Iliopoulos and Tao B. Schardl and Charles E. Leiserson and Jie Chen}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Accelerating Training and Inference of Graph Neural Networks with Fast Sampling and Pipelining}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/afacc5db3e0e85b446e6c7727cd7dca5-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/KalerSOISL022.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/KuchnikKSSA22, author = {Michael Kuchnik and Ana Klimovic and Jiri Simsa and Virginia Smith and George Amvrosiadis}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/d0e90e9a9310570dfa643aa3b2da6e89-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/KuchnikKSSA22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LiG22, author = {Shurui Li and Puneet Gupta}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Bit-serial Weight Pools: Compression and Arbitrary Precision Execution of Neural Networks on Resource Constrained Processors}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/b6856f264cd38f1d8f01d7769be62444-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LiG22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LiuXJZ0CS22, author = {Zichang Liu and Zhaozhuo Xu and Alan Baonan Ji and Junyan Zhang and Jonathan Li and Beidi Chen and Anshumali Shrivastava}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {{HALOS:} Hashing Large Output Space for Cheap Inference}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/b059dd6da6b9a86180fbc32a799766cc-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LiuXJZ0CS22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LuoWPKC22, author = {Liang Luo and Peter West and Pratyush Patel and Arvind Krishnamurthy and Luis Ceze}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {{SRIFTY:} Swift and Thrifty Distributed Neural Network Training on the Cloud}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/0cafb7890f6a7d4de65507d5bb7e0187-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LuoWPKC22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/MallickHAJ22, author = {Ankur Mallick and Kevin Hsieh and Behnaz Arzani and Gauri Joshi}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Matchmaker: Data Drift Mitigation in Machine Learning for Large-Scale Systems}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/069a002768bcb31509d4901961f23b3c-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/MallickHAJ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Mostafa22, author = {Hesham Mostafa}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Sequential Aggregation and Rematerialization: Distributed Full-batch Training of Graph Neural Networks on Large Graphs}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/1d781258d409a6efc66cd1aa14a1681c-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Mostafa22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/NoletGRERO22, author = {Corey J. Nolet and Divye Gala and Edward Raff and Joe Eaton and Brad Rees and Tim Oates}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {{GPU} Semiring Primitives for Sparse Neighborhood Methods}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/acd593d2db87a799a8d3da5a860c028e-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/NoletGRERO22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/OrZF22, author = {Andrew Or and Haoyu Zhang and Michael None Freedman}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {VirtualFlow: Decoupling Deep Learning Models from the Underlying Hardware}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/7c47b303273905755d3e513ab43ef94f-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/OrZF22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/PansareKACSTV22, author = {Niketan Pansare and Jay Katukuri and Aditya Arora and Frank Cipollone and Riyaaz Shaik and Noyan Tokgozoglu and Chandru Venkataraman}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Learning Compressed Embeddings for On-Device Inference}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/72988287eb4acead9fe584bff6c488c5-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/PansareKACSTV22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ParkFKAB22, author = {Seo Jin Park and Joshua Fried and Sunghyun Kim and Mohammad Alizadeh and Adam Belay}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Efficient Strong Scaling Through Burst Parallel Training}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/b99e69074b2fa1d8c8fe0d5b60e19397-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ParkFKAB22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/PiriyakulkijMBN22, author = {Wasu Piriyakulkij and Cristina Menghini and Ross Briden and Nihal V. Nayak and Jeffrey Zhu and Elaheh Raisi and Stephen H. Bach}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {{TAGLETS:} {A} System for Automatic Semi-Supervised Learning with Auxiliary Data}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/294f82c43d69f66c04440cbb2740e52d-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/PiriyakulkijMBN22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/QiuVLPWCAK22, author = {Hang Qiu and Ioanna Vavelidou and Jian Li and Evgenya Pergament and Pete Warden and Sandeep Chinchali and Zain Asgar and Sachin Katti}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {ML-EXray: Visibility into {ML} Deployment on the Edge}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/c04f25be56ab86371563568dce31808f-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/QiuVLPWCAK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ReddiKMDNCSTCCE22, author = {Vijay Janapa Reddi and David Kanter and Peter Mattson and Jared Duke and Thai Nguyen and Ramesh Chukka and Kenneth Shiring and Koan{-}Sin Tan and Mark Charlebois and William Chou and Mostafa El{-}Khamy and Jungwook Hong and Tom St. John and Cindy Trinh and Michael Buch and Mark Mazumder and Relja Markovic and Thomas Atta{-}fosu and Fatih {\c{C}}akir and Masoud Charkhabi and Xiaodong Chen and Cheng{-}Ming Chiang and Dave Dexter and Terry Heo and Guenther Schmuelling and Maryam Shabani and Dylan Zika}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {MLPerf Mobile Inference Benchmark: An Industry-Standard Open-Source Machine Learning Benchmark for On-Device {AI}}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/a2b2702ea7e682c5ea2c20e8f71efb0c-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ReddiKMDNCSTCCE22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ReedDHUA22, author = {James K. Reed and Zachary DeVito and Horace He and Ansley Ussery and Jason Ansel}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {torch.fx: Practical Program Capture and Transformation for Deep Learning in Python}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/7c98f9c7ab2df90911da23f9ce72ed6e-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ReedDHUA22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/RitterK22, author = {Hippolyt Ritter and Theofanis Karaletsos}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {TyXe: Pyro-based Bayesian neural nets for Pytorch}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/14bc46029b7ac590f56a203e0a3ef586-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/RitterK22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Seo22, author = {Jiwon Seo}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Gyro Dropout: Maximizing Ensemble Effect in Neural Network Training}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/72aa1632b83c93a2f680dbb5235f1a83-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Seo22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/SoNYL0AGA22, author = {Jinhyun So and Corey J. Nolet and Chien{-}Sheng Yang and Songze Li and Qian Yu and Ramy E. Ali and Basak Guler and Salman Avestimehr}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/6c44dc73014d66ba49b28d483a8f8b0d-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/SoNYL0AGA22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/SteinBCMGLXD22, author = {Samuel Alexander Stein and Betis Baheri and Daniel Chen and Ying Mao and Qiang Guan and Ang Li and Shuai Xu and Caiwen Ding}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {QuClassi: {A} Hybrid Deep Neural Network Architecture based on Quantum State Fidelity}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/928f1160e52192e3e0017fb63ab65391-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/SteinBCMGLXD22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/TangLL0022, author = {Haotian Tang and Zhijian Liu and Xiuyu Li and Yujun Lin and Song Han}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {TorchSparse: Efficient Point Cloud Inference Engine}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/c48e820389ae2420c1ad9d5856e1e41c-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/TangLL0022.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Vadera0CJAM22, author = {Meet P. Vadera and Jinyang Li and Adam D. Cobb and Brian Jalaian and Tarek F. Abdelzaher and Benjamin M. Marlin}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {URSABench: {A} System for Comprehensive Benchmarking of Bayesian Deep Neural Network Models and Inference methods}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/4a420924d20bc025ebb37849169e6ebd-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Vadera0CJAM22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WanLLKL22, author = {Cheng Wan and Youjie Li and Ang Li and Nam Sung Kim and Yingyan Lin}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {{BNS-GCN:} Efficient Full-Graph Training of Graph Convolutional Networks with Partition-Parallelism and Random Boundary Node Sampling}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/676638b91bc90529e09b22e58abb01d6-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WanLLKL22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WonSSHL22, author = {Jaeyeon Won and Jeyeon Si and Sam Son and Tae Jun Ham and Jae W. Lee}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {{ULPPACK:} Fast Sub-8-bit Matrix Multiply on Commodity {SIMD} Hardware}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/e09d45e14e9ece7142217550ddd3c4d0-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WonSSHL22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WuRGAAMCBHBGGOM22, author = {Carole{-}Jean Wu and Ramya Raghavendra and Udit Gupta and Bilge Acun and Newsha Ardalani and Kiwan Maeng and Gloria Chang and Fiona Aga Behram and Jinshi Huang and Charles Bai and Michael Gschwind and Anurag Gupta and Myle Ott and Anastasia Melnikov and Salvatore Candido and David Brooks and Geeta Chauhan and Benjamin Lee and Hsien{-}Hsin S. Lee and Bugra Akyildiz and Maximilian Balandat and Joe Spisak and Ravi Jain and Mike Rabbat and Kim M. Hazelwood}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Sustainable {AI:} Environmental Implications, Challenges and Opportunities}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/462211f67c7d858f663355eff93b745e-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WuRGAAMCBHBGGOM22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/XieNGV22, author = {Ningning Xie and Tamara Norman and Dominik Grewe and Dimitrios Vytiniotis}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Synthesizing Optimal Parallelism Placement and Reduction Strategies on Hierarchical Systems for Deep Learning}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/f0f9e98bc2e2f0abc3e315eaa0d808fc-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/XieNGV22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/XiePBP0MBLZ22, author = {Xinfeng Xie and Prakash Prabhu and Ulysse Beaugnon and Phitchaya Mangpo Phothilimthana and Sudip Roy and Azalia Mirhoseini and Eugene Brevdo and James Laudon and Yanqi Zhou}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {A Transferable Approach for Partitioning Machine Learning Models on Multi-Chip-Modules}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/74e22712c9b50a9b43b2ae54e225888e-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/XiePBP0MBLZ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/XieW00F22, author = {Zhiqiang Xie and Minjie Wang and Zihao Ye and Zheng Zhang and Rui Fan}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Graphiler: Optimizing Graph Neural Networks with Message Passing Data Flow Graph}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/a1126573153ad7e9f44ba80e99316482-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/XieW00F22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/XingWZCCZ22, author = {Jiarong Xing and Leyuan Wang and Shang Zhang and Jack Chen and Ang Chen and Yibo Zhu}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Bolt: Bridging the Gap between Auto-tuners and Hardware-native Performance}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/1f8053a67ec8e0b57455713cefdd8218-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/XingWZCCZ22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/XuYX022, author = {Zirui Xu and Fuxun Yu and Jinjun Xiong and Xiang Chen}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {QuadraLib: {A} Performant Quadratic Neural Network Library for Architecture Optimization and Design Exploration}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/6270a15843a2e06a95d3e3ad8b489e4b-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/XuYX022.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ZhangYDHD0022, author = {Hengrui Zhang and Zhongming Yu and Guohao Dai and Guyue Huang and Yufei Ding and Yuan Xie and Yu Wang}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Understanding {GNN} Computational Graph: {A} Coordinated Computation, IO, and Memory Perspective}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/b559156047e50cf316207249d0b5a6c5-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ZhangYDHD0022.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ZhengJYSFLWCCP22, author = {Bojian Zheng and Ziheng Jiang and Cody Hao Yu and Haichen Shen and Joshua Fromm and Yizhi Liu and Yida Wang and Luis Ceze and Tianqi Chen and Gennady Pekhimenko}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {DietCode: Automatic Optimization for Dynamic Tensor Programs}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/f89b79c9a28d4cae22ef9e557d9fa191-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ZhengJYSFLWCCP22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ZhouDMTAPYHNL22, author = {Yanqi Zhou and Xuanyi Dong and Tianjian Meng and Mingxing Tan and Berkin Akin and Daiyi Peng and Amir Yazdanbakhsh and Da Huang and Ravi Narayanaswami and James Laudon}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Towards the Co-design of Neural Networks and Accelerators}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/4c430a4d0a7de11e85fa5b076e7f1895-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ZhouDMTAPYHNL22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ZhuangZSH22, author = {Donglin Zhuang and Xingyao Zhang and Shuaiwen Song and Sara Hooker}, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Randomness in Neural Network Training: Characterizing the Impact of Tooling}, booktitle = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/paper\_files/paper/2022/hash/427e0e886ebf87538afdf0badb805b7f-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ZhuangZSH22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/mlsys/2022, editor = {Diana Marculescu and Yuejie Chi and Carole{-}Jean Wu}, title = {Proceedings of Machine Learning and Systems 2022, MLSys 2022, Santa Clara, CA, USA, August 29 - September 1, 2022}, publisher = {mlsys.org}, year = {2022}, url = {https://proceedings.mlsys.org/book/2022}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/2022.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/0001GPLKR21, author = {James Gleeson and Moshe Gabel and Gennady Pekhimenko and Eyal de Lara and Srivatsan Krishnan and Vijay Janapa Reddi}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {RL-Scope: Cross-stack Profiling for Deep Reinforcement Learning Workloads}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/676638b91bc90529e09b22e58abb01d6-Abstract.html}, timestamp = {Mon, 13 May 2024 16:08:52 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/0001GPLKR21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/0001WWZ21, author = {Chi Wang and Qingyun Wu and Markus Weimer and Erkang Zhu}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {{FLAML:} {A} Fast and Lightweight AutoML Library}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/1ccc3bfa05cb37b917068778f3c4523a-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/0001WWZ21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/0002YZLP21, author = {Shang Wang and Peiming Yang and Yuxuan Zheng and Xin Li and Gennady Pekhimenko}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Horizontally Fused Training Array: An Effective Hardware Utilization Squeezer for Training Novel Deep Learning Models}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/4b1648906c25077d5232aa166af08eb0-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/0002YZLP21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/0008PWW0P21, author = {Yichen Yang and Phitchaya Mangpo Phothilimthana and Yisu Remy Wang and Max Willsey and Sudip Roy and Jacques Pienaar}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Equality Saturation for Tensor Graph Superoptimization}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/cc427d934a7f6c0663e5923f49eba531-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/0008PWW0P21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/0016H0WWWYBLXW021, author = {Yue Zhao and Xiyang Hu and Cheng Cheng and Cong Wang and Changlin Wan and Wen Wang and Jianing Yang and Haoping Bai and Zheng Li and Cao Xiao and Yunlong Wang and Zhi Qiao and Jimeng Sun and Leman Akoglu}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {{SUOD:} Accelerating Large-Scale Unsupervised Heterogeneous Outlier Detection}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/37385144cac01dff38247ab11c119e3c-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/0016H0WWWYBLXW021.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Abdel-AzizSSPH21, author = {Hamzah Abdel{-}Aziz and Ali Shafiee and Jong Hoon Shin and Ardavan Pedram and Joseph Hassoun}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Rethinking Floating Point Overheads for Mixed Precision {DNN} Accelerators}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/e96c462898b47600c6f0b1c40979e8ca-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Abdel-AzizSSPH21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/AbdelmoniemEAC21, author = {Ahmed M. Abdelmoniem and Ahmed Elzanaty and Mohamed{-}Slim Alouini and Marco Canini}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {An Efficient Statistical-based Gradient Compression Technique for Distributed Training Systems}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/fea47a8aa372e42f3c84327aec9506cf-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/AbdelmoniemEAC21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/AgarwalW0VP21, author = {Saurabh Agarwal and Hongyi Wang and Kangwook Lee and Shivaram Venkataraman and Dimitris S. Papailiopoulos}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Adaptive Gradient Communication via Critical Learning Regime Identification}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/acd593d2db87a799a8d3da5a860c028e-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/AgarwalW0VP21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/AramoonC021, author = {Omid Aramoon and Pin{-}Yu Chen and Gang Qu}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Don't Forget to Sign the Gradients!}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/ed254bcdb7bd12ce15373154362cc6ea-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/AramoonC021.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/BaghdadiMLAABA21, author = {Riyadh Baghdadi and Massinissa Merouani and Mohamed{-}Hicham Leghettas and Kamel Abdous and Taha Arbaoui and Karima Benatchba and Saman P. Amarasinghe}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {A Deep Learning Based Cost Model for Automatic Code Optimization}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/d9387b6d643efb25132be36f7b908d96-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/BaghdadiMLAABA21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/BalajiKN21, author = {Bharathan Balaji and Christopher Kakovitch and Balakrishnan Narayanaswamy}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {FirePlace: Placing Firecraker Virtual Machines with Hindsight Imitation}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/294f82c43d69f66c04440cbb2740e52d-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/BalajiKN21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/BanburyZFNTGRMW21, author = {Colby R. Banbury and Chuteng Zhou and Igor Fedorov and Ramon Matas Navarro and Urmish Thakker and Dibakar Gope and Vijay Janapa Reddi and Matthew Mattina and Paul N. Whatmough}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {MicroNets: Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/c4d41d9619462c534b7b61d1f772385e-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/BanburyZFNTGRMW21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/BanninkHGBONH21, author = {Tom Bannink and Adam Hillier and Lukas Geiger and Tim de Bruin and Leon Overweel and Jelmer Neeven and Koen Helwegen}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Larq Compute Engine: Design, Benchmark and Deploy State-of-the-Art Binarized Neural Networks}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/a0a81eed87dd44d6504fed5f81f6de5a-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/BanninkHGBONH21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/BouthillierDBTN21, author = {Xavier Bouthillier and Pierre Delaunay and Mirko Bronzi and Assya Trofimov and Brennan Nichyporuk and Justin Szeto and Nazanin Mohammadi Sepahvand and Edward Raff and Kanika Madan and Vikram Voleti and Samira Ebrahimi Kahou and Vincent Michalski and Tal Arbel and Chris Pal and Ga{\"{e}}l Varoquaux and Pascal Vincent}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Accounting for Variance in Machine Learning Benchmarks}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/0184b0cd3cfb185989f858a1d9f5c1eb-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/BouthillierDBTN21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/CidonPACK21, author = {Eyal Cidon and Evgenya Pergament and Zain Asgar and Asaf Cidon and Sachin Katti}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Characterizing and Taming Model Instability Across Edge Devices}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/5190e987c46a346974e351f96997d640-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/CidonPACK21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/DaghaghiMZS21, author = {Shabnam Daghaghi and Nicholas Meisburger and Mengnan Zhao and Anshumali Shrivastava}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Accelerating {SLIDE} Deep Learning on Modern CPUs: Vectorization, Quantizations, Memory Optimizations, and More}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/de4086ad4276d895be8ef25ec03c964b-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/DaghaghiMZS21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/DaiVRZDK21, author = {Steve Dai and Rangharajan Venkatesan and Mark Ren and Brian Zimmer and William J. Dally and Brucek Khailany}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {VS-Quant: Per-vector Scaled Quantization for Accurate Low-Precision Neural Network Inference}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/48a6431f04545e11919887748ec5cb52-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/DaiVRZDK21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/DavidDJRJLKNNWW21, author = {Robert David and Jared Duke and Advait Jain and Vijay Janapa Reddi and Nat Jeffries and Jian Li and Nick Kreeger and Ian Nappier and Meghna Natraj and Tiezhen Wang and Pete Warden and Rocky Rhodes}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {TensorFlow Lite Micro: Embedded Machine Learning for TinyML Systems}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/6c44dc73014d66ba49b28d483a8f8b0d-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/DavidDJRJLKNNWW21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/DingZJP021, author = {Yaoyao Ding and Ligeng Zhu and Zhihao Jia and Gennady Pekhimenko and Song Han}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {{IOS:} Inter-Operator Scheduler for {CNN} Acceleration}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/1f8053a67ec8e0b57455713cefdd8218-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/DingZJP021.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/FegadeCGM21, author = {Pratik Fegade and Tianqi Chen and Phillip B. Gibbons and Todd C. Mowry}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Cortex: {A} Compiler for Recursive Deep Learning Models}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/eca986d585a03890a412587a2f5ccb43-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/FegadeCGM21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/GebaraGC21, author = {Nadeen Gebara and Manya Ghobadi and Paolo Costa}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {In-network Aggregation for Shared Machine Learning Clusters}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/5c6614ea3b58bfdc092981678c2c2a88-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/GebaraGC21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/IvanovDB0H21, author = {Andrei Ivanov and Nikoli Dryden and Tal Ben{-}Nun and Shigang Li and Torsten Hoefler}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Data Movement Is All You Need: {A} Case Study on Optimizing Transformers}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/bc86e95606a6392f51f95a8de106728d-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/IvanovDB0H21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/JiangHZPZFZLLZ021, author = {Wenqi Jiang and Zhenhao He and Shuai Zhang and Thomas B. Preu{\ss}er and Kai Zeng and Liang Feng and Jiansong Zhang and Tongxuan Liu and Yong Li and Jingren Zhou and Ce Zhang and Gustavo Alonso}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {MicroRec: Efficient Recommendation Inference by Hardware and Data Structure Solutions}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/9e9a5486cb2f8e44d5b5fedd2a9e5fcd-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/JiangHZPZFZLLZ021.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/KaufmanPZM0SB21, author = {Samuel J. Kaufman and Phitchaya Mangpo Phothilimthana and Yanqi Zhou and Charith Mendis and Sudip Roy and Amit Sabne and Mike Burrows}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {A Learned Performance Model for Tensor Processing Units}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/6bcfac823d40046dca25ef6d6d59cc3f-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/KaufmanPZM0SB21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/KonstantinidisR21, author = {Konstantinos Konstantinidis and Aditya Ramamoorthy}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {ByzShield: An Efficient and Robust System for Distributed Training}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/d0b9a3081f811b2a307c38ad457a487c-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/KonstantinidisR21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/KossonCVHK21, author = {Atli Kosson and Vitaliy Chiley and Abhinav Venigalla and Joel Hestness and Urs K{\"{o}}ster}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Pipelined Backpropagation at Scale: Training Large Models without Batches}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/0c8abcf158ed12d0dd94480681186fda-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/KossonCVHK21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/KumarWYBKCS21, author = {Sameer Kumar and Yu Emma Wang and Cliff Young and James Bradbury and Naveen Kumar and Dehao Chen and Andy Swing}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Exploring the Limits of Concurrency in {ML} Training on Google {TPUS}}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/c0d16b623be8b439d9c075eb5a97efd1-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/KumarWYBKCS21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LiebenweinB00R21, author = {Lucas Liebenwein and Cenk Baykal and Brandon Carter and David Gifford and Daniela Rus}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Lost in Pruning: The Effects of Pruning Neural Networks beyond Test Accuracy}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/521437c574a2bb7fcc20b222700b4181-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LiebenweinB00R21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LinLZ0CTLF021, author = {Yunfeng Lin and Guilin Li and Xing Zhang and Weinan Zhang and Bo Chen and Ruiming Tang and Zhenguo Li and Jiashi Feng and Yong Yu}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {ModularNAS: Towards Modularized and Reusable Neural Architecture Search}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/bc19061f88f16e9ed4a18f0bbd47048a-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LinLZ0CTLF021.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/MaXWANB21, author = {Guixiang Ma and Yao Xiao and Theodore L. Willke and Nesreen K. Ahmed and Shahin Nazarian and Paul Bogdan}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {A Distributed Graph-Theoretic Framework for Automatic Parallelization in Multi-core Systems}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/cee1811a6dd148dd53e9506a60c3da33-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/MaXWANB21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/MaengBGJSSTYRLW21, author = {Kiwan Maeng and Shivam Bharuka and Isabel Gao and Mark C. Jeffrey and Vikram Saraph and Bor{-}Yiing Su and Caroline Trippel and Jiyan Yang and Mike Rabbat and Brandon Lucia and Carole{-}Jean Wu}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Understanding and Improving Failure Tolerant Training for Deep Learning Recommendation with Partial Recovery}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/f0f9e98bc2e2f0abc3e315eaa0d808fc-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/MaengBGJSSTYRLW21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/MalekiMMSXEEB21, author = {Saeed Maleki and Madan Musuvathi and Todd Mytkowicz and Olli Saarikivi and Tianju Xu and Vadim Eksarevskiy and Jaliya Ekanayake and Emad Barsoum}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Scaling Distributed Training with Adaptive Summation}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/427e0e886ebf87538afdf0badb805b7f-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/MalekiMMSXEEB21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/MandalATGZM21, author = {Shantanu Mandal and Todd A. Anderson and Javier Turek and Justin Gottschlich and Shengtian Zhou and Abdullah Muzahid}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Learning Fitness Functions for Machine Programming}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/cdb1bbbe8f246aa0942da408d79f19ca-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/MandalATGZM21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/MullerS0PV21, author = {Christoph M{\"{u}}ller and Fran{\c{c}}ois Serre and Gagandeep Singh and Markus P{\"{u}}schel and Martin T. Vechev}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Scaling Polyhedral Neural Network Verification on GPUs}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/7c98f9c7ab2df90911da23f9ce72ed6e-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/MullerS0PV21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/RauschmayrKHOBH21, author = {Nathalie Rauschmayr and Vikas Kumar and Rahul Huilgol and Andrea Olgiati and Satadal Bhattacharjee and Nihal Harish and Vandana Kannan and Amol Lele and Anirudh Acharya and Jared Nielsen and Lakshmi Ramakrishnan and Ishan Bhatt and Kohen Chia and Neelesh Dodda and Zhihan Li and Jiacheng Gu and Miyoung Choi and Balajee Nagarajan and Jeffrey Geevarghese and Denis Davydenko and Sifei Li and Lu Huang and Edward Kim and Tyler Hill and Krishnaram Kenthapadi}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Amazon SageMaker Debugger: {A} System for Real-Time Insights into Machine Learning Model Training}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/5c7cb28f9db7a96951df3f06fd0ccfaf-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/RauschmayrKHOBH21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/SaetaS21, author = {Brennan Saeta and Denys Shabalin}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Swift for TensorFlow: {A} portable, flexible platform for deep learning}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/1d781258d409a6efc66cd1aa14a1681c-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/SaetaS21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ShenRCCW0STW21, author = {Haichen Shen and Jared Roesch and Zhi Chen and Wei Chen and Yong Wu and Mu Li and Vin Sharma and Zachary Tatlock and Yida Wang}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Nimble: Efficiently Compiling Dynamic Neural Networks for Model Inference}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/5b47430e24a5a1f9fe21f0e8eb814131-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ShenRCCW0STW21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ShiZSWZHJZGXLOZ21, author = {Shaohuai Shi and Xianhao Zhou and Shutao Song and Xingyao Wang and Zilin Zhu and Xue Huang and Xinan Jiang and Feihu Zhou and Zhenyu Guo and Liqiang Xie and Rui Lan and Xianbin Ouyang and Yan Zhang and Jieqian Wei and Jing Gong and Weiliang Lin and Ping Gao and Peng Meng and Xiaomin Xu and Chenyang Guo and Bo Yang and Zhibo Chen and Yongjian Wu and Xiaowen Chu}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Towards Scalable Distributed Training of Deep Learning on Public Cloud Clusters}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/25a3192c804d6b1c7d309c0155d3aa1a-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ShiZSWZHJZGXLOZ21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/SteinerCHL21, author = {Benoit Steiner and Chris Cummins and Horace He and Hugh Leather}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Value Learning for Throughput Optimization of Deep Learning Workloads}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/a7e5da037a0afc90fa84386586929a26-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/SteinerCHL21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/StutzC0S21, author = {David Stutz and Nandhini Chandramoorthy and Matthias Hein and Bernt Schiele}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Bit Error Robustness for Energy-Efficient {DNN} Accelerators}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/2f9b1b6b29361118f630783c19891ea0-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/StutzC0S21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/TangHZCL21, author = {Xiaohu Tang and Shihao Han and Li Lyna Zhang and Ting Cao and Yunxin Liu}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {To Bridge Neural Network Design and Real-World Performance: {A} Behaviour Study for Neural Networks}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/411e39b117e885341f25efb8912945f7-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/TangHZCL21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ThakkerWLMB21, author = {Urmish Thakker and Paul N. Whatmough and Zhi Gang Liu and Matthew Mattina and Jesse G. Beu}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Doping: {A} technique for Extreme Compression of {LSTM} Models using Sparse Structured Additive Matrices}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/ee5cc652ce2fdd25562a9411809f6d8f-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ThakkerWLMB21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/TrainitiNDDC21, author = {Ettore M. G. Trainiti and Thanapon Noraset and David Demeter and Doug Downey and Simone Campanoni}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {{CODE:} Compiler-based Neuron-aware Ensemble training}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/f89b79c9a28d4cae22ef9e557d9fa191-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/TrainitiNDDC21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/VivancosSLABNML21, author = {Isak Edo Vivancos and Sayeh Sharify and Daniel Ly{-}Ma and Ameer Abdelhadi and Ciaran Bannon and Milos Nikolic and Mostafa Mahmoud and Alberto Delmas Lascorz and Gennady Pekhimenko and Andreas Moshovos}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Boveda: Building an On-Chip Deep Learning Memory Hierarchy Brick by Brick}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/12a304a31e42dfefa21c82431e849124-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/VivancosSLABNML21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WakatsukiKF21, author = {Toshiaki Wakatsuki and Sekitoshi Kanai and Yasuhiro Fujiwara}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Accelerate Inference of CNNs for Video Analysis While Preserving Exactness Exploiting Activation Sparsity}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/b9799a12d683d136cc817f94b73a8938-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WakatsukiKF21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Wang0HZ0DS21, author = {Guanhua Wang and Zhuang Liu and Brandon Hsieh and Siyuan Zhuang and Joseph Gonzalez and Trevor Darrell and Ion Stoica}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {sensAI: ConvNets Decomposition via Class Parallelism for Fast Inference on Live Data}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/e8a21a93f244b29e4da50ccbe409c28f-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Wang0HZ0DS21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WangAP21, author = {Hongyi Wang and Saurabh Agarwal and Dimitris S. Papailiopoulos}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Pufferfish: Communication-efficient Models At No Extra Cost}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/94cb28874a503f34b3c4a41bddcea2bd-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WangAP21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WangWJLS21, author = {Guanhua Wang and Kehan Wang and Kenan Jiang and Xiangjun Li and Ion Stoica}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Wavelet: Efficient {DNN} Training with Tick-Tock Scheduling}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/099268c3121d49937a67a052c51f865d-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WangWJLS21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Yang00RAS21, author = {Bowen Yang and Jian Zhang and Jonathan Li and Christopher R{\'{e}} and Christopher R. Aberger and Christopher De Sa}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {PipeMare: Asynchronous Pipeline Parallel {DNN} Training}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/9412531719be7ccf755c4ff98d0969dc-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Yang00RAS21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/YinAWL21, author = {Chunxing Yin and Bilge Acun and Carole{-}Jean Wu and Xing Liu}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {TT-Rec: Tensor Train Compression for Deep Learning Recommendation Models}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/1c4534ff58dab447545594c4863239b3-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/YinAWL21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/YuLC21, author = {Peifeng Yu and Jiachen Liu and Mosharaf Chowdhury}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Fluid: Resource-aware Hyperparameter Tuning Engine}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/c0987e6b6da2428e8cd43efa74790ccb-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/YuLC21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Zhou021, author = {Giulio Zhou and Martin Maas}, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Learning on Distributed Traces for Data Center Storage Systems}, booktitle = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/paper\_files/paper/2021/hash/efe0df3ea4a53a04614ad79e7a8a57de-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Zhou021.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/mlsys/2021, editor = {Alex Smola and Alex Dimakis and Ion Stoica}, title = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual, April 5-9, 2021}, publisher = {mlsys.org}, year = {2021}, url = {https://proceedings.mlsys.org/book/2021}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/2021.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/0001JNGAKS020, author = {Paras Jain and Ajay Jain and Aniruddha Nrusimha and Amir Gholami and Pieter Abbeel and Kurt Keutzer and Ion Stoica and Joseph Gonzalez}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Checkmate: Breaking the Memory Wall with Optimal Tensor Rematerialization}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/0b816ae8f06f8dd3543dc3d9ef196cab-Abstract.html}, timestamp = {Mon, 13 May 2024 16:08:52 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/0001JNGAKS020.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/0002BP20, author = {Shang Wang and Yifan Bai and Gennady Pekhimenko}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {{BPPSA:} Scaling Back-propagation by Parallel Scan Algorithm}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/31f0ece68edf17cf695fdf4e9c5e17d1-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/0002BP20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/AhnLLCHE20, author = {Byung Hoon Ahn and Jinwon Lee and Jamie Menjay Lin and Hsin{-}Pai Cheng and Jilei Hou and Hadi Esmaeilzadeh}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Ordering Chaos: Memory-Aware Scheduling of Irregularly Wired Neural Networks for Edge Devices}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/79c36fe64e04b80fc44845bb9fe73242-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/AhnLLCHE20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/BlalockOFG20, author = {Davis W. Blalock and Jose Javier Gonzalez Ortiz and Jonathan Frankle and John V. Guttag}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {What is the State of Neural Network Pruning?}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/6c44dc73014d66ba49b28d483a8f8b0d-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/BlalockOFG20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ChenMFGTS20, author = {Beidi Chen and Tharun Medini and James Farwell and Sameh Gobriel and Tsung{-}Yuan Charlie Tai and Anshumali Shrivastava}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {{SLIDE} : In Defense of Smart Algorithms over Hardware Acceleration for Large-Scale Deep Learning Systems}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/ca3480d82599b9b9b7040655483825c1-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ChenMFGTS20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Chidambaram0D20, author = {Sivakumar Chidambaram and Pierre Langlois and Jean{-}Pierre David}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {PoET-BiN: Power Efficient Tiny Binary Neurons}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/afacc5db3e0e85b446e6c7727cd7dca5-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Chidambaram0D20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Fernandez-Marques20, author = {Javier Fern{\'{a}}ndez{-}Marqu{\'{e}}s and Paul N. Whatmough and Andrew Mundy and Matthew Mattina}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Searching for Winograd-aware Quantized Networks}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/678e209691cd37f145a5502695378bac-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Fernandez-Marques20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/FrommCPCP20, author = {Joshua Fromm and Meghan Cowan and Matthai Philipose and Luis Ceze and Shwetak N. Patel}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Riptide: Fast End-to-End Binarized Neural Networks}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/521437c574a2bb7fcc20b222700b4181-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/FrommCPCP20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/GuanMSLP20, author = {Hui Guan and Laxmikant Kishor Mokadam and Xipeng Shen and Seung{-}Hwan Lim and Robert M. Patton}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {{FLEET:} Flexible Efficient Ensemble Training for Heterogeneous Deep Neural Networks}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/462211f67c7d858f663355eff93b745e-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/GuanMSLP20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Haj-AliHMXAWS20, author = {Ameer Haj{-}Ali and Qijing (Jenny) Huang and William S. Moses and John Xiang and Krste Asanovic and John Wawrzynek and Ion Stoica}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {AutoPhase: Juggling {HLS} Phase Orderings in Random Forests with Deep Reinforcement Learning}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/5b47430e24a5a1f9fe21f0e8eb814131-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Haj-AliHMXAWS20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Innes20, author = {Mike Innes}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Sense {\&} Sensitivities: The Path to General-Purpose Algorithmic Differentiation}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/b422680f3db0986ddd7f8f126baaf0fa-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Innes20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/JainGWD20, author = {Sambhav R. Jain and Albert Gural and Michael Wu and Chris Dick}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Trained Quantization Thresholds for Accurate and Efficient Fixed-Point Inference of Deep Neural Networks}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/1eb34d662b67a14e3511d0dfd78669be-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/JainGWD20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/JiaLGZA20, author = {Zhihao Jia and Sina Lin and Mingyu Gao and Matei Zaharia and Alex Aiken}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Improving the Accuracy, Scalability, and Performance of Graph Neural Networks with Roc}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/91fc23ceccb664ebb0cf4257e1ba9c51-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/JiaLGZA20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/JiangWCWWZYCCYL20, author = {Xiaotang Jiang and Huan Wang and Yiliu Chen and Ziqi Wu and Lichuan Wang and Bin Zou and Yafeng Yang and Zongyang Cui and Yu Cai and Tianhang Yu and Chengfei Lyu and Zhihua Wu}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {{MNN:} {A} Universal and Efficient Inference Engine}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/bc19061f88f16e9ed4a18f0bbd47048a-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/JiangWCWWZYCCYL20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/KangRBZ20, author = {Daniel Kang and Deepti Raghavan and Peter Bailis and Matei Zaharia}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Model Assertions for Monitoring and Improving {ML} Models}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/e851ca7b43815718fbbac8afb2246bf8-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/KangRBZ20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/KraftKNPBZ20, author = {Peter Kraft and Daniel Kang and Deepak Narayanan and Shoumik Palkar and Peter Bailis and Matei Zaharia}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Willump: {A} Statistically-Aware End-to-end Optimizer for Machine Learning Inference}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/d9e5bd751997cffa6bc2d0e31ebdc048-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/KraftKNPBZ20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LeszczynskiMZ0A20, author = {Megan Leszczynski and Avner May and Jian Zhang and Sen Wu and Christopher R. Aberger and Christopher R{\'{e}}}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Understanding the Downstream Instability of Word Embeddings}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/bc86e95606a6392f51f95a8de106728d-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LeszczynskiMZ0A20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LiJRGBHRT20, author = {Liam Li and Kevin G. Jamieson and Afshin Rostamizadeh and Ekaterina Gonina and Jonathan Ben{-}tzur and Moritz Hardt and Benjamin Recht and Ameet Talwalkar}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {A System for Massively Parallel Hyperparameter Tuning}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/a06f20b349c6cf09a6b171c71b88bbfc-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LiJRGBHRT20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LiSZSTS20, author = {Tian Li and Anit Kumar Sahu and Manzil Zaheer and Maziar Sanjabi and Ameet Talwalkar and Virginia Smith}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Federated Optimization in Heterogeneous Networks}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/1f5fe83998a09396ebe6477d9475ba0c-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LiSZSTS20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LuoWKCN20, author = {Liang Luo and Peter West and Arvind Krishnamurthy and Luis Ceze and Jacob Nelson}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {PLink: Discovering and Exploiting Locality for Accelerated Distributed Training on the public Cloud}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/eca986d585a03890a412587a2f5ccb43-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LuoWKCN20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/MalekzadehAHL20, author = {Mohammad Malekzadeh and Dimitrios Athanasakis and Hamed Haddadi and Benjamin Livshits}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Privacy-Preserving Bandits}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/6ba1453022da1faf642d4de27241d53f-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/MalekzadehAHL20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/MattsonCDCMPTWB20, author = {Peter Mattson and Christine Cheng and Gregory F. Diamos and Cody Coleman and Paulius Micikevicius and David A. Patterson and Hanlin Tang and Gu{-}Yeon Wei and Peter Bailis and Victor Bittorf and David Brooks and Dehao Chen and Debo Dutta and Udit Gupta and Kim M. Hazelwood and Andy Hock and Xinyuan Huang and Daniel Kang and David Kanter and Naveen Kumar and Jeffery Liao and Deepak Narayanan and Tayo Oguntebi and Gennady Pekhimenko and Lillian Pentecost and Vijay Janapa Reddi and Taylor Robie and Tom St. John and Carole{-}Jean Wu and Lingjie Xu and Cliff Young and Matei Zaharia}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {MLPerf Training Benchmark}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/411e39b117e885341f25efb8912945f7-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/MattsonCDCMPTWB20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/OrZF20, author = {Andrew Or and Haoyu Zhang and Michael J. Freedman}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Resource Elasticity in Distributed Deep Learning}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/c443e9d9fc984cda1c5cc447fe2c724d-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/OrZF20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ParkYACK20, author = {Junki Park and Hyunsung Yoon and Daehyun Ahn and Jungwook Choi and Jae{-}Joon Kim}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {{OPTIMUS:} OPTImized matrix MUltiplication Structure for Transformer neural network accelerator}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/91ba7292e5388b90b58d0b839a7f19ec-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ParkYACK20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/RadulPMHS20, author = {Alexey Radul and Brian Patton and Dougal Maclaurin and Matthew D. Hoffman and Rif A. Saurous}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Automatically batching control-intensive programs for modern accelerators}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/39945d578f616735572174bf5e8f155d-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/RadulPMHS20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/RusciCB20, author = {Manuele Rusci and Alessandro Capotondi and Luca Benini}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Memory-Driven Mixed Low Precision Quantization for Enabling Deep Network Inference on Microcontrollers}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/0c8abcf158ed12d0dd94480681186fda-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/RusciCB20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WangVPTDS20, author = {Guanhua Wang and Shivaram Venkataraman and Amar Phanishayee and Jorgen Thelin and Nikhil R. Devanur and Ion Stoica}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Blink: Fast and Generic Collectives for Distributed {ML}}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/cd3a9a55f7f3723133fa4a13628cdf03-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WangVPTDS20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WangW020, author = {Yu Wang and Gu{-}Yeon Wei and David Brooks}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {A Systematic Methodology for Analysis of Deep Learning Hardware and Software Platforms}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/650e2245aa3513ed517f4cf1b3d58e06-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WangW020.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WangWM20, author = {Hanson Wang and Zehui Wang and Yuanyuan Ma}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Predictive Precompute with Recurrent Neural Networks}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/4c967a11b2b5383287b722d70051c4e8-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WangWM20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WasayHLCI20, author = {Abdul Wasay and Brian Hentschel and Yuze Liao and Sanyuan Chen and Stratos Idreos}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {MotherNets: Rapid Deep Ensemble Learning}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/4a420924d20bc025ebb37849169e6ebd-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WasayHLCI20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WuZIR20, author = {Richard Wu and Aoqian Zhang and Ihab F. Ilyas and Theodoros Rekatsinas}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Attention-based Learning for Missing Data Imputation in HoloClean}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/023560744aae353c03f7ae787f2998dd-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WuZIR20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/YuC20, author = {Peifeng Yu and Mosharaf Chowdhury}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Fine-Grained {GPU} Sharing Primitives for Deep Learning Applications}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/d9cd83bc91b8c36a0c7c0fcca59228f2-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/YuC20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ZhangLHLCLRXHSH20, author = {Xiaofan Zhang and Haoming Lu and Cong Hao and Jiachen Li and Bowen Cheng and Yuhong Li and Kyle Rupnow and Jinjun Xiong and Thomas S. Huang and Honghui Shi and Wen{-}Mei Hwu and Deming Chen}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/a05a7b15b2006378156a777243d58818-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ZhangLHLCLRXHSH20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ZhaoXJQDS020, author = {Weijie Zhao and Deping Xie and Ronglai Jia and Yulei Qian and Ruiquan Ding and Mingming Sun and Ping Li}, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Distributed Hierarchical {GPU} Parameter Server for Massive Scale Deep Learning Ads Systems}, booktitle = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/paper\_files/paper/2020/hash/6e426f4c16c6677a605375ae2e4877d5-Abstract.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ZhaoXJQDS020.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/mlsys/2020, editor = {Inderjit S. Dhillon and Dimitris S. Papailiopoulos and Vivienne Sze}, title = {Proceedings of Machine Learning and Systems 2020, MLSys 2020, Austin, TX, USA, March 2-4, 2020}, publisher = {mlsys.org}, year = {2020}, url = {https://proceedings.mlsys.org/book/2020}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/2020.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/AgrawalMPLASGLH19, author = {Akshay Agrawal and Akshay Naresh Modi and Alexandre Passos and Allen Lavoie and Ashish Agarwal and Asim Shankar and Igor Ganichev and Josh Levenberg and Mingsheng Hong and Rajat Monga and Shanqing Cai}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {TensorFlow Eager: {A} multi-stage, Python-embedded {DSL} for machine learning}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/b3cd73d353d39e5cf6f6e9ff8d14c87f-Abstract.html}, timestamp = {Tue, 14 May 2024 08:20:08 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/AgrawalMPLASGLH19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/BonawitzEGHIIKK19, author = {Kallista A. Bonawitz and Hubert Eichner and Wolfgang Grieskamp and Dzmitry Huba and Alex Ingerman and Vladimir Ivanov and Chlo{\'{e}} Kiddon and Jakub Kone{\v{c}}n{\'y} and Stefano Mazzocchi and Brendan McMahan and Timon Van Overveldt and David Petrou and Daniel Ramage and Jason Roselander}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Towards Federated Learning at Scale: System Design}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/7b770da633baf74895be22a8807f1a8f-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/BonawitzEGHIIKK19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/BreckP0WZ19, author = {Eric Breck and Neoklis Polyzotis and Sudip Roy and Steven Whang and Martin Zinkevich}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Data Validation for Machine Learning}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/928f1160e52192e3e0017fb63ab65391-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/BreckP0WZ19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/CanelKZLLAKD19, author = {Christopher Canel and Thomas Kim and Giulio Zhou and Conglong Li and Hyeontaek Lim and David G. Andersen and Michael Kaminsky and Subramanya Dulloor}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Scaling Video Analytics on Constrained Edge Nodes}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/6bcfac823d40046dca25ef6d6d59cc3f-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/CanelKZLLAKD19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/Carreira-Perpinan19, author = {Miguel {\'{A}}. Carreira{-}Perpi{\~{n}}{\'{a}}n and Mehdi Alizadeh}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Parmac: Distributed Optimisation Of Nested Functions, With Application To Learning Binary Autoencoders}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/f9f4f0db4894f77240a95bde9df818e0-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/Carreira-Perpinan19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ChinDM19, author = {Ting{-}Wu Chin and Ruizhou Ding and Diana Marculescu}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {AdaScale: Towards Real-time Video Object Detection using Adaptive Scaling}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/b3ac5aacb06c91fda1af776a677100ab-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ChinDM19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ChoF0H19, author = {Minsik Cho and Ulrich Finkler and David S. Kung and Hillery C. Hunter}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {BlueConnect: Decomposing All-Reduce for Deep Learning on Heterogeneous Network Hierarchy}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/0c8abcf158ed12d0dd94480681186fda-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ChoF0H19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ChoiVSGWC19, author = {Jungwook Choi and Swagath Venkataramani and Vijayalakshmi Srinivasan and Kailash Gopalakrishnan and Zhuo Wang and Pierce Chuang}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Accurate and Efficient 2-bit Quantized Neural Networks}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/c443e9d9fc984cda1c5cc447fe2c724d-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ChoiVSGWC19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/DamaskinosEGGR19, author = {Georgios Damaskinos and El{-}Mahdi El{-}Mhamdi and Rachid Guerraoui and Arsany Guirguis and S{\'{e}}bastien Rouault}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {{AGGREGATHOR:} Byzantine Machine Learning via Robust Gradient Aggregation}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/2f9b1b6b29361118f630783c19891ea0-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/DamaskinosEGGR19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/EisenmanNGSPHCK19, author = {Assaf Eisenman and Maxim Naumov and Darryl Gardner and Misha Smelyanskiy and Sergey Pupyrev and Kim M. Hazelwood and Asaf Cidon and Sachin Katti}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Bandana: Using Non-Volatile Memory for Storing Deep Learning Models}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/d59a1dc497cf2773637256f50f492723-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/EisenmanNGSPHCK19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/GolubLL19, author = {Maximilian Golub and Guy Lemieux and Mieszko Lis}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Full Deep Neural Network Training On {A} Pruned Weight Budget}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/74e22712c9b50a9b43b2ae54e225888e-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/GolubLL19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/GopeDM19, author = {Dibakar Gope and Ganesh Dasika and Matthew Mattina}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Ternary Hybrid Neural-Tree Networks for Highly Constrained IoT Applications}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/4b1648906c25077d5232aa166af08eb0-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/GopeDM19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/HashemiJC19, author = {Sayed Hadi Hashemi and Sangeetha Abdu Jyothi and Roy H. Campbell}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {TicTac: Accelerating Distributed Deep Learning with Communication Scheduling}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/94cb28874a503f34b3c4a41bddcea2bd-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/HashemiJC19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/JayarajanWGFP19, author = {Anand Jayarajan and Jinliang Wei and Garth Gibson and Alexandra Fedorova and Gennady Pekhimenko}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Priority-based Parameter Propagation for Distributed {DNN} Training}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/3ed923f9f88108cb066c6568d3df2666-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/JayarajanWGFP19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/JiaTWGZA19, author = {Zhihao Jia and James Thomas and Todd Warszawski and Mingyu Gao and Matei Zaharia and Alex Aiken}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Optimizing {DNN} Computation with Relaxed Graph Substitutions}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/4dd1a7279a8cfeea2660fbc34f02a2bc-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/JiaTWGZA19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/JiaZA19, author = {Zhihao Jia and Matei Zaharia and Alex Aiken}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Beyond Data and Model Parallelism for Deep Neural Networks}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/b422680f3db0986ddd7f8f126baaf0fa-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/JiaZA19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/JungJKLRA19, author = {Wonkyung Jung and Daejin Jung and Byeongho Kim and Sunjung Lee and Wonjong Rhee and Jung Ho Ahn}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Restructuring Batch Normalization to Accelerate {CNN} Training}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/9db64c20dee0011899dfdf200e61ef35-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/JungJKLRA19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LeiWCDDW19, author = {Qi Lei and Lingfei Wu and Pin{-}Yu Chen and Alex Dimakis and Inderjit S. Dhillon and Michael Witbrock}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Discrete Adversarial Attacks and Submodular Optimization with Applications to Text Classification}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/676638b91bc90529e09b22e58abb01d6-Abstract.html}, timestamp = {Tue, 11 Jun 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LeiWCDDW19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LererWSLWBP19, author = {Adam Lerer and Ledell Wu and Jiajun Shen and Timoth{\'{e}}e Lacroix and Luca Wehrstedt and Abhijit Bose and Alex Peysakhovich}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Pytorch-BigGraph: {A} Large Scale Graph Embedding System}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/1eb34d662b67a14e3511d0dfd78669be-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LererWSLWBP19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LimAK19, author = {Hyeontaek Lim and David G. Andersen and Michael Kaminsky}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {3LC: Lightweight and Effective Traffic Compression for Distributed Machine Learning}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/03004620ea802b9118dd44d69f07af56-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LimAK19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/LymBWLKE19, author = {Sangkug Lym and Armand Behroozi and Wei Wen and Ge Li and Yongkee Kwon and Mattan Erez}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Mini-batch Serialization: {CNN} Training with Inter-layer Data Reuse}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/d3313de3f431fd64513431c4326d237c-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/LymBWLKE19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/MaB19, author = {Siyuan Ma and Mikhail Belkin}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Kernel Machines That Adapt To Gpus For Effective Large Batch Training}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/ec7a709da42a2071a792b0ca8a0aa075-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/MaB19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/MaoKD19, author = {Huizi Mao and Taeyoung Kong and Bill Dally}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {CaTDet: Cascaded Tracked Detector for Efficient Object Detection from Video}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/146b291bfc50fb43464b8ef8b1fea5f0-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/MaoKD19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/MoldovanDWJLNSR19, author = {Dan Moldovan and James M. Decker and Fei Wang and Andrew A. Johnson and Brian K. Lee and Zachary Nado and D. Sculley and Tiark Rompf and Alexander B. Wiltschko}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {AutoGraph: Imperative-style Coding with Graph-based Performance}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/e31cef6b735cf838db79202dbee7b093-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/MoldovanDWJLNSR19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/RenggliKDLS0Z19, author = {C{\'{e}}dric Renggli and Bojan Karlas and Bolin Ding and Feng Liu and Kevin Schawinski and Wentao Wu and Ce Zhang}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Continuous Integration of Machine Learning Models with ease.ml/ci: Towards a Rigorous Yet Practical Treatment}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/4284d31e68c0a4a39dcdad167ac4bd72-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/RenggliKDLS0Z19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/SchaarschmidtMF19, author = {Michael Schaarschmidt and Sven Mika and Kai Fricke and Eiko Yoneki}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {RLgraph: Modular Computation Graphs for Deep Reinforcement Learning}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/4552cedd396a308320209f75f56a5ad5-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/SchaarschmidtMF19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/SmilkovTAYKYZCN19, author = {Daniel Smilkov and Nikhil Thorat and Yannick Assogba and Ann Yuan and Nick Kreeger and Ping Yu and Kangyi Zhang and Shanqing Cai and Eric Nielsen and David Soergel and Stan Bileschi and Michael Terry and Charles Nicholson and Sandeep N. Gupta and Sarah Sirajuddin and D. Sculley and Rajat Monga and Greg Corrado and Fernanda B. Vi{\'{e}}gas and Martin Wattenberg}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {TensorFlow.js: Machine Learning For The Web and Beyond}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/acd593d2db87a799a8d3da5a860c028e-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/SmilkovTAYKYZCN19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WangJ19, author = {Jianyu Wang and Gauri Joshi}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Adaptive Communication Strategies to Achieve the Best Error-Runtime Trade-off in Local-Update {SGD}}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/4a0151b47bd93c5de2a0b57831981a0d-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WangJ19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/WhatmoughZHVSM19, author = {Paul N. Whatmough and Chuteng Zhou and Patrick Hansen and Shreyas K. Venkataramanaiah and Jae{-}sun Seo and Matthew Mattina}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {FixyNN: Energy-Efficient Real-Time Mobile Computer Vision Hardware Acceleration via Transfer Learning}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/e09d45e14e9ece7142217550ddd3c4d0-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/WhatmoughZHVSM19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ZhangM19, author = {Jian Zhang and Ioannis Mitliagkas}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {YellowFin and the Art of Momentum Tuning}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/b205b525b7ce002baae53228bab6d26b-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ZhangM19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ZhaoSM019, author = {Yiren Zhao and Ilia Shumailov and Robert D. Mullins and Ross Anderson}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {To Compress Or Not To Compress: Understanding The Interactions Between Adversarial Attacks And Neural Network Compression}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/052bea680e96a54dbce8f28951885905-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ZhaoSM019.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/mlsys/ZhaoZO19, author = {Tian Zhao and Yaqi Zhang and Kunle Olukotun}, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Serving Recurrent Neural Networks Efficiently with a Spatial Accelerator}, booktitle = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/paper\_files/paper/2019/hash/a0a81eed87dd44d6504fed5f81f6de5a-Abstract.html}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/ZhaoZO19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@proceedings{DBLP:conf/mlsys/2019, editor = {Ameet Talwalkar and Virginia Smith and Matei Zaharia}, title = {Proceedings of the SysML Conference 2019 (SysML 2019), Stanford, CA, USA, March 31 - April 2, 2019}, publisher = {mlsys.org}, year = {2019}, url = {https://proceedings.mlsys.org/book/2019}, timestamp = {Tue, 14 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/mlsys/2019.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
manage site settings
To protect your privacy, all features that rely on external API calls from your browser are turned off by default. You need to opt-in for them to become active. All settings here will be stored as cookies with your web browser. For more information see our F.A.Q.