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@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, 14 May 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}
}
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