BibTeX records: Ao Ren

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@article{DBLP:journals/corr/abs-2401-05879,
  author       = {Jing Yu and
                  Yujuan Tan and
                  Ao Ren and
                  Duo Liu},
  title        = {{YOIO:} You Only Iterate Once by mining and fusing multiple necessary
                  global information in the optical flow estimation},
  journal      = {CoRR},
  volume       = {abs/2401.05879},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2401.05879},
  doi          = {10.48550/ARXIV.2401.05879},
  eprinttype    = {arXiv},
  eprint       = {2401.05879},
  timestamp    = {Thu, 25 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2401-05879.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-00211,
  author       = {Jing Yu and
                  Yujuan Tan and
                  Ao Ren and
                  Duo Liu},
  title        = {Trustworthy Self-Attention: Enabling the Network to Focus Only on
                  the Most Relevant References},
  journal      = {CoRR},
  volume       = {abs/2403.00211},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2403.00211},
  doi          = {10.48550/ARXIV.2403.00211},
  eprinttype    = {arXiv},
  eprint       = {2403.00211},
  timestamp    = {Tue, 02 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2403-00211.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tpds/ZhangLDLCRTW23,
  author       = {Yu Zhang and
                  Duo Liu and
                  Moming Duan and
                  Li Li and
                  Xianzhang Chen and
                  Ao Ren and
                  Yujuan Tan and
                  Chengliang Wang},
  title        = {FedMDS: An Efficient Model Discrepancy-Aware Semi-Asynchronous Clustered
                  Federated Learning Framework},
  journal      = {{IEEE} Trans. Parallel Distributed Syst.},
  volume       = {34},
  number       = {3},
  pages        = {1007--1019},
  year         = {2023},
  url          = {https://doi.org/10.1109/TPDS.2023.3237752},
  doi          = {10.1109/TPDS.2023.3237752},
  timestamp    = {Sat, 25 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tpds/ZhangLDLCRTW23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bdcloud/ZhangWPRH23,
  author       = {Xun Zhang and
                  Chengliang Wang and
                  Xingquan Piao and
                  Ao Ren and
                  Zhetong Huang},
  title        = {{SCRA:} Systolic-Friendly {DNN} Compression and Reconfigurable Accelerator
                  Co-Design},
  booktitle    = {{IEEE} Intl Conf on Parallel {\&} Distributed Processing with
                  Applications, Big Data {\&} Cloud Computing, Sustainable Computing
                  {\&} Communications, Social Computing {\&} Networking, ISPA/BDCloud/SocialCom/SustainCom,
                  2023, Wuhan, China, December 21-24, 2023},
  pages        = {500--507},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/ISPA-BDCloud-SocialCom-SustainCom59178.2023.00097},
  doi          = {10.1109/ISPA-BDCLOUD-SOCIALCOM-SUSTAINCOM59178.2023.00097},
  timestamp    = {Fri, 19 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/bdcloud/ZhangWPRH23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dac/ChenLRYL23,
  author       = {Yi Chen and
                  Ning Liu and
                  Ao Ren and
                  Tao Yang and
                  Duo Liu},
  title        = {{IFHE:} Intermediate-Feature Heterogeneity Enhancement for Image Synthesis
                  in Data-Free Knowledge Distillation},
  booktitle    = {60th {ACM/IEEE} Design Automation Conference, {DAC} 2023, San Francisco,
                  CA, USA, July 9-13, 2023},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/DAC56929.2023.10247717},
  doi          = {10.1109/DAC56929.2023.10247717},
  timestamp    = {Sun, 24 Sep 2023 13:31:06 +0200},
  biburl       = {https://dblp.org/rec/conf/dac/ChenLRYL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dac/LiCLWLTR23,
  author       = {Lin Li and
                  Xianzhang Chen and
                  Jiali Li and
                  Jiapin Wang and
                  Duo Liu and
                  Yujuan Tan and
                  Ao Ren},
  title        = {Optimizing the Performance of {NDP} Operations by Retrieving File
                  Semantics in Storage},
  booktitle    = {60th {ACM/IEEE} Design Automation Conference, {DAC} 2023, San Francisco,
                  CA, USA, July 9-13, 2023},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/DAC56929.2023.10247986},
  doi          = {10.1109/DAC56929.2023.10247986},
  timestamp    = {Sun, 24 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dac/LiCLWLTR23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dac/RenWZSLCTX23,
  author       = {Ao Ren and
                  Yuhao Wang and
                  Tao Zhang and
                  Jiaxing Shi and
                  Duo Liu and
                  Xianzhang Chen and
                  Yujuan Tan and
                  Yuan Xie},
  title        = {{HBP:} Hierarchically Balanced Pruning and Accelerator Co-Design for
                  Efficient {DNN} Inference},
  booktitle    = {60th {ACM/IEEE} Design Automation Conference, {DAC} 2023, San Francisco,
                  CA, USA, July 9-13, 2023},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/DAC56929.2023.10247785},
  doi          = {10.1109/DAC56929.2023.10247785},
  timestamp    = {Sun, 24 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dac/RenWZSLCTX23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ica3pp/LiCLLTR23,
  author       = {Guo Li and
                  Xianzhang Chen and
                  Duo Liu and
                  Jiali Li and
                  Yujuan Tan and
                  Ao Ren},
  editor       = {Zahir Tari and
                  Keqiu Li and
                  Hongyi Wu},
  title        = {An Efficient Scheduling Algorithm for Multi-mode Tasks on Near-Data
                  Processing SSDs},
  booktitle    = {Algorithms and Architectures for Parallel Processing - 23rd International
                  Conference, {ICA3PP} 2023, Tianjin, China, October 20-22, 2023, Proceedings,
                  Part {VII}},
  series       = {Lecture Notes in Computer Science},
  volume       = {14493},
  pages        = {1--16},
  publisher    = {Springer},
  year         = {2023},
  url          = {https://doi.org/10.1007/978-981-97-0862-8\_1},
  doi          = {10.1007/978-981-97-0862-8\_1},
  timestamp    = {Mon, 11 Mar 2024 15:20:47 +0100},
  biburl       = {https://dblp.org/rec/conf/ica3pp/LiCLLTR23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccd/ZhangRCLTL23,
  author       = {Yuling Zhang and
                  Ao Ren and
                  Xianzhang Chen and
                  Qiu Lin and
                  Yujuan Tan and
                  Duo Liu},
  title        = {Re-compact: Structured Pruning and SpMM Kernel Co-design for Accelerating
                  DNNs on GPUs},
  booktitle    = {41st {IEEE} International Conference on Computer Design, {ICCD} 2023,
                  Washington, DC, USA, November 6-8, 2023},
  pages        = {399--406},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/ICCD58817.2023.00066},
  doi          = {10.1109/ICCD58817.2023.00066},
  timestamp    = {Tue, 09 Jan 2024 15:43:43 +0100},
  biburl       = {https://dblp.org/rec/conf/iccd/ZhangRCLTL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpads/FanWLCLTR23,
  author       = {Xuehong Fan and
                  Nanzhong Wu and
                  Shukan Liu and
                  Xianzhang Chen and
                  Duo Liu and
                  Yujuan Tan and
                  Ao Ren},
  title        = {Data-Quality-Driven Federated Learning for Optimizing Communication
                  Costs},
  booktitle    = {29th {IEEE} International Conference on Parallel and Distributed Systems,
                  {ICPADS} 2023, Ocean Flower Island, China, December 17-21, 2023},
  pages        = {1484--1491},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/ICPADS60453.2023.00210},
  doi          = {10.1109/ICPADS60453.2023.00210},
  timestamp    = {Sun, 14 Apr 2024 20:48:59 +0200},
  biburl       = {https://dblp.org/rec/conf/icpads/FanWLCLTR23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpp/LiCLRZT23,
  author       = {Jiali Li and
                  Xianzhang Chen and
                  Duo Liu and
                  Ao Ren and
                  Zhaoyang Zeng and
                  Yujuan Tan},
  title        = {RadarSSD: {A} Computational Storage for Radar Signal Processing},
  booktitle    = {Proceedings of the 52nd International Conference on Parallel Processing,
                  {ICPP} 2023, Salt Lake City, UT, USA, August 7-10, 2023},
  pages        = {244--253},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3605573.3605628},
  doi          = {10.1145/3605573.3605628},
  timestamp    = {Sun, 24 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icpp/LiCLRZT23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nvmsa/LeiCLSTR23,
  author       = {Ruiqing Lei and
                  Xianzhang Chen and
                  Duo Liu and
                  Chunlin Song and
                  Yujuan Tan and
                  Ao Ren},
  title        = {Optimizing the Incremental Update Mechanism by Inlaying File Indexes
                  on Flash Storage},
  booktitle    = {12th Non-Volatile Memory Systems and Applications Symposium, {NVMSA}
                  2023, Niigata, Japan, August 30 - Sept. 1, 2023},
  pages        = {56--61},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/NVMSA58981.2023.00014},
  doi          = {10.1109/NVMSA58981.2023.00014},
  timestamp    = {Tue, 03 Oct 2023 19:13:28 +0200},
  biburl       = {https://dblp.org/rec/conf/nvmsa/LeiCLSTR23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/LiLDZRCTW22,
  author       = {Li Li and
                  Duo Liu and
                  Moming Duan and
                  Yu Zhang and
                  Ao Ren and
                  Xianzhang Chen and
                  Yujuan Tan and
                  Chengliang Wang},
  title        = {Federated learning with workload-aware client scheduling in heterogeneous
                  systems},
  journal      = {Neural Networks},
  volume       = {154},
  pages        = {560--573},
  year         = {2022},
  url          = {https://doi.org/10.1016/j.neunet.2022.07.030},
  doi          = {10.1016/J.NEUNET.2022.07.030},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/nn/LiLDZRCTW22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcad/ZhengCLFWRWT22,
  author       = {Rongwei Zheng and
                  Xianzhang Chen and
                  Duo Liu and
                  Junjie Feng and
                  Jiapin Wang and
                  Ao Ren and
                  Chengliang Wang and
                  Yujuan Tan},
  title        = {SENTunnel: Fast Path for Sensor Data Access on Automotive Embedded
                  Systems},
  journal      = {{IEEE} Trans. Comput. Aided Des. Integr. Circuits Syst.},
  volume       = {41},
  number       = {11},
  pages        = {3697--3708},
  year         = {2022},
  url          = {https://doi.org/10.1109/TCAD.2022.3197494},
  doi          = {10.1109/TCAD.2022.3197494},
  timestamp    = {Sun, 13 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tcad/ZhengCLFWRWT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcad/DingWLZCTLR22,
  author       = {Xiaofeng Ding and
                  Chengliang Wang and
                  Heping Liu and
                  Zhihai Zhang and
                  Xianzhang Chen and
                  Yujuan Tan and
                  Duo Liu and
                  Ao Ren},
  title        = {{FRL:} Fast and Reconfigurable Accelerator for Distributed Sound Source
                  Localization},
  journal      = {{IEEE} Trans. Comput. Aided Des. Integr. Circuits Syst.},
  volume       = {41},
  number       = {11},
  pages        = {3922--3933},
  year         = {2022},
  url          = {https://doi.org/10.1109/TCAD.2022.3197537},
  doi          = {10.1109/TCAD.2022.3197537},
  timestamp    = {Sun, 13 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tcad/DingWLZCTLR22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tpds/DuanLJWLCTR22,
  author       = {Moming Duan and
                  Duo Liu and
                  Xinyuan Ji and
                  Yu Wu and
                  Liang Liang and
                  Xianzhang Chen and
                  Yujuan Tan and
                  Ao Ren},
  title        = {Flexible Clustered Federated Learning for Client-Level Data Distribution
                  Shift},
  journal      = {{IEEE} Trans. Parallel Distributed Syst.},
  volume       = {33},
  number       = {11},
  pages        = {2661--2674},
  year         = {2022},
  url          = {https://doi.org/10.1109/TPDS.2021.3134263},
  doi          = {10.1109/TPDS.2021.3134263},
  timestamp    = {Thu, 04 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tpds/DuanLJWLCTR22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hpcc/XuCWWZLTRL22,
  author       = {Tianyu Xu and
                  Xianzhang Chen and
                  Changze Wu and
                  Jiapin Wang and
                  Rongwei Zheng and
                  Duo Liu and
                  Yujuan Tan and
                  Ao Ren and
                  Jian Li},
  title        = {3DS: An Efficient DPDK-based Data Distribution Service for Distributed
                  Real-time Applications},
  booktitle    = {24th {IEEE} Int Conf on High Performance Computing {\&} Communications;
                  8th Int Conf on Data Science {\&} Systems; 20th Int Conf on Smart
                  City; 8th Int Conf on Dependability in Sensor, Cloud {\&} Big
                  Data Systems {\&} Application, HPCC/DSS/SmartCity/DependSys 2022,
                  Hainan, China, December 18-20, 2022},
  pages        = {1283--1290},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/HPCC-DSS-SmartCity-DependSys57074.2022.00201},
  doi          = {10.1109/HPCC-DSS-SMARTCITY-DEPENDSYS57074.2022.00201},
  timestamp    = {Thu, 06 Apr 2023 11:34:00 +0200},
  biburl       = {https://dblp.org/rec/conf/hpcc/XuCWWZLTRL22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccd/LiRTLHWCL22,
  author       = {Xin Li and
                  Ao Ren and
                  Yujuan Tan and
                  Xusheng Li and
                  Zhetong Huang and
                  Chengliang Wang and
                  Xianzhang Chen and
                  Duo Liu},
  title        = {{VEA:} An FPGA-Based Voxel Encoding Accelerator for 3D Object Detection
                  with LiDAR},
  booktitle    = {{IEEE} 40th International Conference on Computer Design, {ICCD} 2022,
                  Olympic Valley, CA, USA, October 23-26, 2022},
  pages        = {509--516},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/ICCD56317.2022.00081},
  doi          = {10.1109/ICCD56317.2022.00081},
  timestamp    = {Tue, 05 Dec 2023 14:45:33 +0100},
  biburl       = {https://dblp.org/rec/conf/iccd/LiRTLHWCL22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccd/SongCLFYLTR22,
  author       = {Chunlin Song and
                  Xianzhang Chen and
                  Duo Liu and
                  Xiaoliu Feng and
                  Xi Yu and
                  Jiali Li and
                  Yujuan Tan and
                  Ao Ren},
  title        = {CADedup: High-performance Consistency-aware Deduplication Based on
                  Persistent Memory},
  booktitle    = {{IEEE} 40th International Conference on Computer Design, {ICCD} 2022,
                  Olympic Valley, CA, USA, October 23-26, 2022},
  pages        = {726--729},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/ICCD56317.2022.00111},
  doi          = {10.1109/ICCD56317.2022.00111},
  timestamp    = {Tue, 05 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iccd/SongCLFYLTR22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/YangLWHRXY22,
  author       = {Mengda Yang and
                  Ziang Li and
                  Juan Wang and
                  Hongxin Hu and
                  Ao Ren and
                  Xiaoyang Xu and
                  Wenzhe Yi},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Measuring Data Reconstruction Defenses in Collaborative Inference
                  Systems},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/53f1c3ec5df814b5aabe9ae88a29bb49-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/YangLWHRXY22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jssc/YueLLSYTCRWCLY21,
  author       = {Jinshan Yue and
                  Yongpan Liu and
                  Ruoyang Liu and
                  Wenyu Sun and
                  Zhe Yuan and
                  Yung{-}Ning Tu and
                  Yi{-}Ju Chen and
                  Ao Ren and
                  Yanzhi Wang and
                  Meng{-}Fan Chang and
                  Xueqing Li and
                  Huazhong Yang},
  title        = {{STICKER-T:} An Energy-Efficient Neural Network Processor Using Block-Circulant
                  Algorithm and Unified Frequency-Domain Acceleration},
  journal      = {{IEEE} J. Solid State Circuits},
  volume       = {56},
  number       = {6},
  pages        = {1936--1948},
  year         = {2021},
  url          = {https://doi.org/10.1109/JSSC.2020.3030264},
  doi          = {10.1109/JSSC.2020.3030264},
  timestamp    = {Tue, 15 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jssc/YueLLSYTCRWCLY21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/LiDLZRCTW21,
  author       = {Li Li and
                  Moming Duan and
                  Duo Liu and
                  Yu Zhang and
                  Ao Ren and
                  Xianzhang Chen and
                  Yujuan Tan and
                  Chengliang Wang},
  title        = {FedSAE: {A} Novel Self-Adaptive Federated Learning Framework in Heterogeneous
                  Systems},
  booktitle    = {International Joint Conference on Neural Networks, {IJCNN} 2021, Shenzhen,
                  China, July 18-22, 2021},
  pages        = {1--10},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/IJCNN52387.2021.9533876},
  doi          = {10.1109/IJCNN52387.2021.9533876},
  timestamp    = {Wed, 29 Sep 2021 17:00:55 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcnn/LiDLZRCTW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/ZhangDLLRCTW21,
  author       = {Yu Zhang and
                  Moming Duan and
                  Duo Liu and
                  Li Li and
                  Ao Ren and
                  Xianzhang Chen and
                  Yujuan Tan and
                  Chengliang Wang},
  title        = {{CSAFL:} {A} Clustered Semi-Asynchronous Federated Learning Framework},
  booktitle    = {International Joint Conference on Neural Networks, {IJCNN} 2021, Shenzhen,
                  China, July 18-22, 2021},
  pages        = {1--10},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/IJCNN52387.2021.9533794},
  doi          = {10.1109/IJCNN52387.2021.9533794},
  timestamp    = {Tue, 28 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ijcnn/ZhangDLLRCTW21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isqed/YuanLMCKSFLZPLR21,
  author       = {Geng Yuan and
                  Zhiheng Liao and
                  Xiaolong Ma and
                  Yuxuan Cai and
                  Zhenglun Kong and
                  Xuan Shen and
                  Jingyan Fu and
                  Zhengang Li and
                  Chengming Zhang and
                  Hongwu Peng and
                  Ning Liu and
                  Ao Ren and
                  Jinhui Wang and
                  Yanzhi Wang},
  title        = {Improving {DNN} Fault Tolerance using Weight Pruning and Differential
                  Crossbar Mapping for ReRAM-based Edge {AI}},
  booktitle    = {22nd International Symposium on Quality Electronic Design, {ISQED}
                  2021, Santa Clara, CA, USA, April 7-9, 2021},
  pages        = {135--141},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/ISQED51717.2021.9424332},
  doi          = {10.1109/ISQED51717.2021.9424332},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/isqed/YuanLMCKSFLZPLR21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-07515,
  author       = {Li Li and
                  Moming Duan and
                  Duo Liu and
                  Yu Zhang and
                  Ao Ren and
                  Xianzhang Chen and
                  Yujuan Tan and
                  Chengliang Wang},
  title        = {FedSAE: {A} Novel Self-Adaptive Federated Learning Framework in Heterogeneous
                  Systems},
  journal      = {CoRR},
  volume       = {abs/2104.07515},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.07515},
  eprinttype    = {arXiv},
  eprint       = {2104.07515},
  timestamp    = {Mon, 19 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-07515.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-08184,
  author       = {Yu Zhang and
                  Moming Duan and
                  Duo Liu and
                  Li Li and
                  Ao Ren and
                  Xianzhang Chen and
                  Yujuan Tan and
                  Chengliang Wang},
  title        = {{CSAFL:} {A} Clustered Semi-Asynchronous Federated Learning Framework},
  journal      = {CoRR},
  volume       = {abs/2104.08184},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.08184},
  eprinttype    = {arXiv},
  eprint       = {2104.08184},
  timestamp    = {Mon, 19 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-08184.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-09166,
  author       = {Geng Yuan and
                  Zhiheng Liao and
                  Xiaolong Ma and
                  Yuxuan Cai and
                  Zhenglun Kong and
                  Xuan Shen and
                  Jingyan Fu and
                  Zhengang Li and
                  Chengming Zhang and
                  Hongwu Peng and
                  Ning Liu and
                  Ao Ren and
                  Jinhui Wang and
                  Yanzhi Wang},
  title        = {Improving {DNN} Fault Tolerance using Weight Pruning and Differential
                  Crossbar Mapping for ReRAM-based Edge {AI}},
  journal      = {CoRR},
  volume       = {abs/2106.09166},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.09166},
  eprinttype    = {arXiv},
  eprint       = {2106.09166},
  timestamp    = {Wed, 01 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-09166.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/KakilliogluRWV20,
  author       = {Burak Kakillioglu and
                  Ao Ren and
                  Yanzhi Wang and
                  Senem Velipasalar},
  title        = {3D Capsule Networks for Object Classification With Weight Pruning},
  journal      = {{IEEE} Access},
  volume       = {8},
  pages        = {27393--27405},
  year         = {2020},
  url          = {https://doi.org/10.1109/ACCESS.2020.2971950},
  doi          = {10.1109/ACCESS.2020.2971950},
  timestamp    = {Tue, 16 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/access/KakilliogluRWV20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/RenZWLDCXW20,
  author       = {Ao Ren and
                  Tao Zhang and
                  Yuhao Wang and
                  Sheng Lin and
                  Peiyan Dong and
                  Yen{-}Kuang Chen and
                  Yuan Xie and
                  Yanzhi Wang},
  title        = {{DARB:} {A} Density-Adaptive Regular-Block Pruning for Deep Neural
                  Networks},
  booktitle    = {The Thirty-Fourth {AAAI} Conference on Artificial Intelligence, {AAAI}
                  2020, The Thirty-Second Innovative Applications of Artificial Intelligence
                  Conference, {IAAI} 2020, The Tenth {AAAI} Symposium on Educational
                  Advances in Artificial Intelligence, {EAAI} 2020, New York, NY, USA,
                  February 7-12, 2020},
  pages        = {5495--5502},
  publisher    = {{AAAI} Press},
  year         = {2020},
  url          = {https://doi.org/10.1609/aaai.v34i04.6000},
  doi          = {10.1609/AAAI.V34I04.6000},
  timestamp    = {Sat, 21 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/RenZWLDCXW20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/integration/LiYLRDDNQYW19,
  author       = {Ji Li and
                  Zihao Yuan and
                  Zhe Li and
                  Ao Ren and
                  Caiwen Ding and
                  Jeffrey Draper and
                  Shahin Nazarian and
                  Qinru Qiu and
                  Bo Yuan and
                  Yanzhi Wang},
  title        = {Normalization and dropout for stochastic computing-based deep convolutional
                  neural networks},
  journal      = {Integr.},
  volume       = {65},
  pages        = {395--403},
  year         = {2019},
  url          = {https://doi.org/10.1016/j.vlsi.2017.11.002},
  doi          = {10.1016/J.VLSI.2017.11.002},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/integration/LiYLRDDNQYW19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcad/LiLRCDQDYTQW19,
  author       = {Zhe Li and
                  Ji Li and
                  Ao Ren and
                  Ruizhe Cai and
                  Caiwen Ding and
                  Xuehai Qian and
                  Jeffrey Draper and
                  Bo Yuan and
                  Jian Tang and
                  Qinru Qiu and
                  Yanzhi Wang},
  title        = {{HEIF:} Highly Efficient Stochastic Computing-Based Inference Framework
                  for Deep Neural Networks},
  journal      = {{IEEE} Trans. Comput. Aided Des. Integr. Circuits Syst.},
  volume       = {38},
  number       = {8},
  pages        = {1543--1556},
  year         = {2019},
  url          = {https://doi.org/10.1109/TCAD.2018.2852752},
  doi          = {10.1109/TCAD.2018.2852752},
  timestamp    = {Thu, 24 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tcad/LiLRCDQDYTQW19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asplos/RenZYLXQLW19,
  author       = {Ao Ren and
                  Tianyun Zhang and
                  Shaokai Ye and
                  Jiayu Li and
                  Wenyao Xu and
                  Xuehai Qian and
                  Xue Lin and
                  Yanzhi Wang},
  editor       = {Iris Bahar and
                  Maurice Herlihy and
                  Emmett Witchel and
                  Alvin R. Lebeck},
  title        = {{ADMM-NN:} An Algorithm-Hardware Co-Design Framework of DNNs Using
                  Alternating Direction Methods of Multipliers},
  booktitle    = {Proceedings of the Twenty-Fourth International Conference on Architectural
                  Support for Programming Languages and Operating Systems, {ASPLOS}
                  2019, Providence, RI, USA, April 13-17, 2019},
  pages        = {925--938},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3297858.3304076},
  doi          = {10.1145/3297858.3304076},
  timestamp    = {Sun, 07 Apr 2019 16:01:58 +0200},
  biburl       = {https://dblp.org/rec/conf/asplos/RenZYLXQLW19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/glvlsi/CaiCRLDYW19,
  author       = {Ruizhe Cai and
                  Olivia Chen and
                  Ao Ren and
                  Ning Liu and
                  Caiwen Ding and
                  Nobuyuki Yoshikawa and
                  Yanzhi Wang},
  editor       = {Houman Homayoun and
                  Baris Taskin and
                  Tinoosh Mohsenin and
                  Weisheng Zhao},
  title        = {A Majority Logic Synthesis Framework for Adiabatic Quantum-Flux-Parametron
                  Superconducting Circuits},
  booktitle    = {Proceedings of the 2019 on Great Lakes Symposium on VLSI, {GLSVLSI}
                  2019, Tysons Corner, VA, USA, May 9-11, 2019},
  pages        = {189--194},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3299874.3317980},
  doi          = {10.1145/3299874.3317980},
  timestamp    = {Tue, 02 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/glvlsi/CaiCRLDYW19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccd/CaiCRLYW19,
  author       = {Ruizhe Cai and
                  Olivia Chen and
                  Ao Ren and
                  Ning Liu and
                  Nobuyuki Yoshikawa and
                  Yanzhi Wang},
  title        = {A Buffer and Splitter Insertion Framework for Adiabatic Quantum-Flux-Parametron
                  Superconducting Circuits},
  booktitle    = {37th {IEEE} International Conference on Computer Design, {ICCD} 2019,
                  Abu Dhabi, United Arab Emirates, November 17-20, 2019},
  pages        = {429--436},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/ICCD46524.2019.00067},
  doi          = {10.1109/ICCD46524.2019.00067},
  timestamp    = {Tue, 02 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iccd/CaiCRLYW19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isca/CaiRCLDQ0LYW19,
  author       = {Ruizhe Cai and
                  Ao Ren and
                  Olivia Chen and
                  Ning Liu and
                  Caiwen Ding and
                  Xuehai Qian and
                  Jie Han and
                  Wenhui Luo and
                  Nobuyuki Yoshikawa and
                  Yanzhi Wang},
  editor       = {Srilatha Bobbie Manne and
                  Hillery C. Hunter and
                  Erik R. Altman},
  title        = {A stochastic-computing based deep learning framework using adiabatic
                  quantum-flux-parametron superconducting technology},
  booktitle    = {Proceedings of the 46th International Symposium on Computer Architecture,
                  {ISCA} 2019, Phoenix, AZ, USA, June 22-26, 2019},
  pages        = {567--578},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3307650.3322270},
  doi          = {10.1145/3307650.3322270},
  timestamp    = {Tue, 02 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/isca/CaiRCLDQ0LYW19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isscc/YueLSYWTCRWCLYL19,
  author       = {Jinshan Yue and
                  Ruoyang Liu and
                  Wenyu Sun and
                  Zhe Yuan and
                  Zhibo Wang and
                  Yung{-}Ning Tu and
                  Yi{-}Ju Chen and
                  Ao Ren and
                  Yanzhi Wang and
                  Meng{-}Fan Chang and
                  Xueqing Li and
                  Huazhong Yang and
                  Yongpan Liu},
  title        = {A 65nm 0.39-to-140.3TOPS/W 1-to-12b Unified Neural Network Processor
                  Using Block-Circulant-Enabled Transpose-Domain Acceleration with 8.1
                  {\texttimes} Higher TOPS/mm\({}^{\mbox{2}}\)and 6T HBST-TRAM-Based
                  2D Data-Reuse Architecture},
  booktitle    = {{IEEE} International Solid- State Circuits Conference, {ISSCC} 2019,
                  San Francisco, CA, USA, February 17-21, 2019},
  pages        = {138--140},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/ISSCC.2019.8662360},
  doi          = {10.1109/ISSCC.2019.8662360},
  timestamp    = {Mon, 27 Mar 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/isscc/YueLSYWTCRWCLYL19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isvlsi/CaiMCRLYW19,
  author       = {Ruizhe Cai and
                  Xiaolong Ma and
                  Olivia Chen and
                  Ao Ren and
                  Ning Liu and
                  Nobuyuki Yoshikawa and
                  Yanzhi Wang},
  title        = {{IDE} Development, Logic Synthesis and Buffer/Splitter Insertion Framework
                  for Adiabatic Quantum-Flux-Parametron Superconducting Circuits},
  booktitle    = {2019 {IEEE} Computer Society Annual Symposium on VLSI, {ISVLSI} 2019,
                  Miami, FL, USA, July 15-17, 2019},
  pages        = {187--192},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/ISVLSI.2019.00042},
  doi          = {10.1109/ISVLSI.2019.00042},
  timestamp    = {Tue, 02 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/isvlsi/CaiMCRLYW19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-09077,
  author       = {Ruizhe Cai and
                  Ao Ren and
                  Olivia Chen and
                  Ning Liu and
                  Caiwen Ding and
                  Xuehai Qian and
                  Jie Han and
                  Wenhui Luo and
                  Nobuyuki Yoshikawa and
                  Yanzhi Wang},
  title        = {A Stochastic-Computing based Deep Learning Framework using Adiabatic
                  Quantum-Flux-Parametron SuperconductingTechnology},
  journal      = {CoRR},
  volume       = {abs/1907.09077},
  year         = {2019},
  url          = {http://arxiv.org/abs/1907.09077},
  eprinttype    = {arXiv},
  eprint       = {1907.09077},
  timestamp    = {Thu, 05 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1907-09077.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-08020,
  author       = {Ao Ren and
                  Tao Zhang and
                  Yuhao Wang and
                  Sheng Lin and
                  Peiyan Dong and
                  Yen{-}Kuang Chen and
                  Yuan Xie and
                  Yanzhi Wang},
  title        = {{DARB:} {A} Density-Aware Regular-Block Pruning for Deep Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1911.08020},
  year         = {2019},
  url          = {http://arxiv.org/abs/1911.08020},
  eprinttype    = {arXiv},
  eprint       = {1911.08020},
  timestamp    = {Tue, 25 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1911-08020.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ncn/CaiRSW18,
  author       = {Ruizhe Cai and
                  Ao Ren and
                  Sucheta Soundarajan and
                  Yanzhi Wang},
  title        = {A low-computation-complexity, energy-efficient, and high-performance
                  linear program solver based on primal-dual interior point method using
                  memristor crossbars},
  journal      = {Nano Commun. Networks},
  volume       = {18},
  pages        = {62--71},
  year         = {2018},
  url          = {https://doi.org/10.1016/j.nancom.2018.01.001},
  doi          = {10.1016/J.NANCOM.2018.01.001},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ncn/CaiRSW18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asplos/CaiRLDWQPW18,
  author       = {Ruizhe Cai and
                  Ao Ren and
                  Ning Liu and
                  Caiwen Ding and
                  Luhao Wang and
                  Xuehai Qian and
                  Massoud Pedram and
                  Yanzhi Wang},
  editor       = {Xipeng Shen and
                  James Tuck and
                  Ricardo Bianchini and
                  Vivek Sarkar},
  title        = {{VIBNN:} Hardware Acceleration of Bayesian Neural Networks},
  booktitle    = {Proceedings of the Twenty-Third International Conference on Architectural
                  Support for Programming Languages and Operating Systems, {ASPLOS}
                  2018, Williamsburg, VA, USA, March 24-28, 2018},
  pages        = {476--488},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3173162.3173212},
  doi          = {10.1145/3173162.3173212},
  timestamp    = {Tue, 23 Jan 2024 20:31:22 +0100},
  biburl       = {https://dblp.org/rec/conf/asplos/CaiRLDWQPW18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/glvlsi/DingRYMLLYW18,
  author       = {Caiwen Ding and
                  Ao Ren and
                  Geng Yuan and
                  Xiaolong Ma and
                  Jiayu Li and
                  Ning Liu and
                  Bo Yuan and
                  Yanzhi Wang},
  editor       = {Deming Chen and
                  Houman Homayoun and
                  Baris Taskin},
  title        = {Structured Weight Matrices-Based Hardware Accelerators in Deep Neural
                  Networks: FPGAs and ASICs},
  booktitle    = {Proceedings of the 2018 on Great Lakes Symposium on VLSI, {GLSVLSI}
                  2018, Chicago, IL, USA, May 23-25, 2018},
  pages        = {353--358},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3194554.3194625},
  doi          = {10.1145/3194554.3194625},
  timestamp    = {Wed, 10 Mar 2021 14:55:38 +0100},
  biburl       = {https://dblp.org/rec/conf/glvlsi/DingRYMLLYW18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isqed/MaZYR0HHW18,
  author       = {Xiaolong Ma and
                  Yipeng Zhang and
                  Geng Yuan and
                  Ao Ren and
                  Zhe Li and
                  Jie Han and
                  Jingtong Hu and
                  Yanzhi Wang},
  title        = {An area and energy efficient design of domain-wall memory-based deep
                  convolutional neural networks using stochastic computing},
  booktitle    = {19th International Symposium on Quality Electronic Design, {ISQED}
                  2018, Santa Clara, CA, USA, March 13-14, 2018},
  pages        = {314--321},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/ISQED.2018.8357306},
  doi          = {10.1109/ISQED.2018.8357306},
  timestamp    = {Wed, 16 Oct 2019 14:14:55 +0200},
  biburl       = {https://dblp.org/rec/conf/isqed/MaZYR0HHW18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isvlsi/0001LRDDQ0W18,
  author       = {Zhe Li and
                  Ji Li and
                  Ao Ren and
                  Caiwen Ding and
                  Jeffrey Draper and
                  Qinru Qiu and
                  Bo Yuan and
                  Yanzhi Wang},
  title        = {Towards Budget-Driven Hardware Optimization for Deep Convolutional
                  Neural Networks Using Stochastic Computing},
  booktitle    = {2018 {IEEE} Computer Society Annual Symposium on VLSI, {ISVLSI} 2018,
                  Hong Kong, China, July 8-11, 2018},
  pages        = {28--33},
  publisher    = {{IEEE} Computer Society},
  year         = {2018},
  url          = {https://doi.org/10.1109/ISVLSI.2018.00016},
  doi          = {10.1109/ISVLSI.2018.00016},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/isvlsi/0001LRDDQ0W18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-00822,
  author       = {Ruizhe Cai and
                  Ao Ren and
                  Ning Liu and
                  Caiwen Ding and
                  Luhao Wang and
                  Xuehai Qian and
                  Massoud Pedram and
                  Yanzhi Wang},
  title        = {{VIBNN:} Hardware Acceleration of Bayesian Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1802.00822},
  year         = {2018},
  url          = {http://arxiv.org/abs/1802.00822},
  eprinttype    = {arXiv},
  eprint       = {1802.00822},
  timestamp    = {Thu, 05 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1802-00822.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-00824,
  author       = {Ao Ren and
                  Sijia Liu and
                  Ruizhe Cai and
                  Wujie Wen and
                  Pramod K. Varshney and
                  Yanzhi Wang},
  title        = {Algorithm-Hardware Co-Optimization of the Memristor-Based Framework
                  for Solving {SOCP} and Homogeneous {QCQP} Problems},
  journal      = {CoRR},
  volume       = {abs/1802.00824},
  year         = {2018},
  url          = {http://arxiv.org/abs/1802.00824},
  eprinttype    = {arXiv},
  eprint       = {1802.00824},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1802-00824.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-01016,
  author       = {Xiaolong Ma and
                  Yipeng Zhang and
                  Geng Yuan and
                  Ao Ren and
                  Zhe Li and
                  Jie Han and
                  Jingtong Hu and
                  Yanzhi Wang},
  title        = {An Area and Energy Efficient Design of Domain-Wall Memory-Based Deep
                  Convolutional Neural Networks using Stochastic Computing},
  journal      = {CoRR},
  volume       = {abs/1802.01016},
  year         = {2018},
  url          = {http://arxiv.org/abs/1802.01016},
  eprinttype    = {arXiv},
  eprint       = {1802.01016},
  timestamp    = {Sat, 08 Sep 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1802-01016.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1804-11239,
  author       = {Caiwen Ding and
                  Ao Ren and
                  Geng Yuan and
                  Xiaolong Ma and
                  Jiayu Li and
                  Ning Liu and
                  Bo Yuan and
                  Yanzhi Wang},
  title        = {Structured Weight Matrices-Based Hardware Accelerators in Deep Neural
                  Networks: FPGAs and ASICs},
  journal      = {CoRR},
  volume       = {abs/1804.11239},
  year         = {2018},
  url          = {http://arxiv.org/abs/1804.11239},
  eprinttype    = {arXiv},
  eprint       = {1804.11239},
  timestamp    = {Thu, 05 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1804-11239.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-04142,
  author       = {Zhe Li and
                  Ji Li and
                  Ao Ren and
                  Caiwen Ding and
                  Jeffrey Draper and
                  Qinru Qiu and
                  Bo Yuan and
                  Yanzhi Wang},
  title        = {Towards Budget-Driven Hardware Optimization for Deep Convolutional
                  Neural Networks using Stochastic Computing},
  journal      = {CoRR},
  volume       = {abs/1805.04142},
  year         = {2018},
  url          = {http://arxiv.org/abs/1805.04142},
  eprinttype    = {arXiv},
  eprint       = {1805.04142},
  timestamp    = {Fri, 24 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1805-04142.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-11677,
  author       = {Ao Ren and
                  Tianyun Zhang and
                  Shaokai Ye and
                  Jiayu Li and
                  Wenyao Xu and
                  Xuehai Qian and
                  Xue Lin and
                  Yanzhi Wang},
  title        = {{ADMM-NN:} An Algorithm-Hardware Co-Design Framework of DNNs Using
                  Alternating Direction Method of Multipliers},
  journal      = {CoRR},
  volume       = {abs/1812.11677},
  year         = {2018},
  url          = {http://arxiv.org/abs/1812.11677},
  eprinttype    = {arXiv},
  eprint       = {1812.11677},
  timestamp    = {Wed, 02 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1812-11677.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aspdac/LiRLDYQW17,
  author       = {Ji Li and
                  Ao Ren and
                  Zhe Li and
                  Caiwen Ding and
                  Bo Yuan and
                  Qinru Qiu and
                  Yanzhi Wang},
  title        = {Towards acceleration of deep convolutional neural networks using stochastic
                  computing},
  booktitle    = {22nd Asia and South Pacific Design Automation Conference, {ASP-DAC}
                  2017, Chiba, Japan, January 16-19, 2017},
  pages        = {115--120},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/ASPDAC.2017.7858306},
  doi          = {10.1109/ASPDAC.2017.7858306},
  timestamp    = {Wed, 16 Oct 2019 14:14:52 +0200},
  biburl       = {https://dblp.org/rec/conf/aspdac/LiRLDYQW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aspdac/RenLCWVW17,
  author       = {Ao Ren and
                  Sijia Liu and
                  Ruizhe Cai and
                  Wujie Wen and
                  Pramod K. Varshney and
                  Yanzhi Wang},
  title        = {Algorithm-hardware co-optimization of the memristor-based framework
                  for solving {SOCP} and homogeneous {QCQP} problems},
  booktitle    = {22nd Asia and South Pacific Design Automation Conference, {ASP-DAC}
                  2017, Chiba, Japan, January 16-19, 2017},
  pages        = {788--793},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/ASPDAC.2017.7858420},
  doi          = {10.1109/ASPDAC.2017.7858420},
  timestamp    = {Thu, 14 Dec 2017 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/aspdac/RenLCWVW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asplos/RenLDQWLQY17,
  author       = {Ao Ren and
                  Zhe Li and
                  Caiwen Ding and
                  Qinru Qiu and
                  Yanzhi Wang and
                  Ji Li and
                  Xuehai Qian and
                  Bo Yuan},
  editor       = {Yunji Chen and
                  Olivier Temam and
                  John Carter},
  title        = {{SC-DCNN:} Highly-Scalable Deep Convolutional Neural Network using
                  Stochastic Computing},
  booktitle    = {Proceedings of the Twenty-Second International Conference on Architectural
                  Support for Programming Languages and Operating Systems, {ASPLOS}
                  2017, Xi'an, China, April 8-12, 2017},
  pages        = {405--418},
  publisher    = {{ACM}},
  year         = {2017},
  url          = {https://doi.org/10.1145/3037697.3037746},
  doi          = {10.1145/3037697.3037746},
  timestamp    = {Wed, 07 Jul 2021 13:23:08 +0200},
  biburl       = {https://dblp.org/rec/conf/asplos/RenLDQWLQY17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/date/LiRLQYDW17,
  author       = {Zhe Li and
                  Ao Ren and
                  Ji Li and
                  Qinru Qiu and
                  Bo Yuan and
                  Jeffrey Draper and
                  Yanzhi Wang},
  editor       = {David Atienza and
                  Giorgio Di Natale},
  title        = {Structural design optimization for deep convolutional neural networks
                  using stochastic computing},
  booktitle    = {Design, Automation {\&} Test in Europe Conference {\&} Exhibition,
                  {DATE} 2017, Lausanne, Switzerland, March 27-31, 2017},
  pages        = {250--253},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.23919/DATE.2017.7926991},
  doi          = {10.23919/DATE.2017.7926991},
  timestamp    = {Wed, 16 Oct 2019 14:14:53 +0200},
  biburl       = {https://dblp.org/rec/conf/date/LiRLQYDW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/glvlsi/YuanLLDRYQDW17,
  author       = {Zihao Yuan and
                  Ji Li and
                  Zhe Li and
                  Caiwen Ding and
                  Ao Ren and
                  Bo Yuan and
                  Qinru Qiu and
                  Jeffrey Draper and
                  Yanzhi Wang},
  editor       = {Laleh Behjat and
                  Jie Han and
                  Miroslav N. Velev and
                  Deming Chen},
  title        = {Softmax Regression Design for Stochastic Computing Based Deep Convolutional
                  Neural Networks},
  booktitle    = {Proceedings of the on Great Lakes Symposium on {VLSI} 2017, Banff,
                  AB, Canada, May 10-12, 2017},
  pages        = {467--470},
  publisher    = {{ACM}},
  year         = {2017},
  url          = {https://doi.org/10.1145/3060403.3060467},
  doi          = {10.1145/3060403.3060467},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/glvlsi/YuanLLDRYQDW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/LiuRWV17,
  author       = {Sijia Liu and
                  Ao Ren and
                  Yanzhi Wang and
                  Pramod K. Varshney},
  title        = {Ultra-fast robust compressive sensing based on memristor crossbars},
  booktitle    = {2017 {IEEE} International Conference on Acoustics, Speech and Signal
                  Processing, {ICASSP} 2017, New Orleans, LA, USA, March 5-9, 2017},
  pages        = {1133--1137},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/ICASSP.2017.7952333},
  doi          = {10.1109/ICASSP.2017.7952333},
  timestamp    = {Wed, 16 Oct 2019 14:14:52 +0200},
  biburl       = {https://dblp.org/rec/conf/icassp/LiuRWV17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccad/LiWRZW17,
  author       = {Hongjia Li and
                  Tianshu Wei and
                  Ao Ren and
                  Qi Zhu and
                  Yanzhi Wang},
  editor       = {Sri Parameswaran},
  title        = {Deep reinforcement learning: Framework, applications, and embedded
                  implementations: Invited paper},
  booktitle    = {2017 {IEEE/ACM} International Conference on Computer-Aided Design,
                  {ICCAD} 2017, Irvine, CA, USA, November 13-16, 2017},
  pages        = {847--854},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/ICCAD.2017.8203866},
  doi          = {10.1109/ICCAD.2017.8203866},
  timestamp    = {Wed, 16 Oct 2019 14:14:49 +0200},
  biburl       = {https://dblp.org/rec/conf/iccad/LiWRZW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccd/CaiRWPW17,
  author       = {Ruizhe Cai and
                  Ao Ren and
                  Luhao Wang and
                  Massoud Pedram and
                  Yanzhi Wang},
  title        = {Hardware Acceleration of Bayesian Neural Networks Using {RAM} Based
                  Linear Feedback Gaussian Random Number Generators},
  booktitle    = {2017 {IEEE} International Conference on Computer Design, {ICCD} 2017,
                  Boston, MA, USA, November 5-8, 2017},
  pages        = {289--296},
  publisher    = {{IEEE} Computer Society},
  year         = {2017},
  url          = {https://doi.org/10.1109/ICCD.2017.51},
  doi          = {10.1109/ICCD.2017.51},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iccd/CaiRWPW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/LiY0DRQDW17,
  author       = {Ji Li and
                  Zihao Yuan and
                  Zhe Li and
                  Caiwen Ding and
                  Ao Ren and
                  Qinru Qiu and
                  Jeffrey Draper and
                  Yanzhi Wang},
  title        = {Hardware-driven nonlinear activation for stochastic computing based
                  deep convolutional neural networks},
  booktitle    = {2017 International Joint Conference on Neural Networks, {IJCNN} 2017,
                  Anchorage, AK, USA, May 14-19, 2017},
  pages        = {1230--1236},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/IJCNN.2017.7965993},
  doi          = {10.1109/IJCNN.2017.7965993},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcnn/LiY0DRQDW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mwscas/YuanDCMZR0W17,
  author       = {Geng Yuan and
                  Caiwen Ding and
                  Ruizhe Cai and
                  Xiaolong Ma and
                  Ziyi Zhao and
                  Ao Ren and
                  Bo Yuan and
                  Yanzhi Wang},
  title        = {Memristor crossbar-based ultra-efficient next-generation baseband
                  processors},
  booktitle    = {{IEEE} 60th International Midwest Symposium on Circuits and Systems,
                  {MWSCAS} 2017, Boston, MA, USA, August 6-9, 2017},
  pages        = {1121--1124},
  publisher    = {{IEEE}},
  year         = {2017},
  url          = {https://doi.org/10.1109/MWSCAS.2017.8053125},
  doi          = {10.1109/MWSCAS.2017.8053125},
  timestamp    = {Mon, 09 Aug 2021 14:54:01 +0200},
  biburl       = {https://dblp.org/rec/conf/mwscas/YuanDCMZR0W17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LiYLDRQDW17,
  author       = {Ji Li and
                  Zihao Yuan and
                  Zhe Li and
                  Caiwen Ding and
                  Ao Ren and
                  Qinru Qiu and
                  Jeffrey T. Draper and
                  Yanzhi Wang},
  title        = {Hardware-Driven Nonlinear Activation for Stochastic Computing Based
                  Deep Convolutional Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1703.04135},
  year         = {2017},
  url          = {http://arxiv.org/abs/1703.04135},
  eprinttype    = {arXiv},
  eprint       = {1703.04135},
  timestamp    = {Fri, 24 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/LiYLDRQDW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-03792,
  author       = {Hongjia Li and
                  Tianshu Wei and
                  Ao Ren and
                  Qi Zhu and
                  Yanzhi Wang},
  title        = {Deep Reinforcement Learning: Framework, Applications, and Embedded
                  Implementations},
  journal      = {CoRR},
  volume       = {abs/1710.03792},
  year         = {2017},
  url          = {http://arxiv.org/abs/1710.03792},
  eprinttype    = {arXiv},
  eprint       = {1710.03792},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1710-03792.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccd/LiRLQWY16,
  author       = {Zhe Li and
                  Ao Ren and
                  Ji Li and
                  Qinru Qiu and
                  Yanzhi Wang and
                  Bo Yuan},
  title        = {{DSCNN:} Hardware-oriented optimization for Stochastic Computing based
                  Deep Convolutional Neural Networks},
  booktitle    = {34th {IEEE} International Conference on Computer Design, {ICCD} 2016,
                  Scottsdale, AZ, USA, October 2-5, 2016},
  pages        = {678--681},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICCD.2016.7753357},
  doi          = {10.1109/ICCD.2016.7753357},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iccd/LiRLQWY16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icrc/Ren0WQY16,
  author       = {Ao Ren and
                  Zhe Li and
                  Yanzhi Wang and
                  Qinru Qiu and
                  Bo Yuan},
  title        = {Designing reconfigurable large-scale deep learning systems using stochastic
                  computing},
  booktitle    = {{IEEE} International Conference on Rebooting Computing, {ICRC} 2016,
                  San Diego, CA, USA, October 17-19, 2016},
  pages        = {1--7},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICRC.2016.7738685},
  doi          = {10.1109/ICRC.2016.7738685},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icrc/Ren0WQY16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isvlsi/CaiRWY16,
  author       = {Ruizhe Cai and
                  Ao Ren and
                  Yanzhi Wang and
                  Bo Yuan},
  title        = {Memristor-Based Discrete Fourier Transform for Improving Performance
                  and Energy Efficiency},
  booktitle    = {{IEEE} Computer Society Annual Symposium on VLSI, {ISVLSI} 2016, Pittsburgh,
                  PA, USA, July 11-13, 2016},
  pages        = {643--648},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/ISVLSI.2016.124},
  doi          = {10.1109/ISVLSI.2016.124},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/isvlsi/CaiRWY16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/socc/RenYW16,
  author       = {Ao Ren and
                  Bo Yuan and
                  Yanzhi Wang},
  editor       = {Karan S. Bhatia and
                  Massimo Alioto and
                  Danella Zhao and
                  Andrew Marshall and
                  Ramalingam Sridhar},
  title        = {Design of high-speed low-power polar {BP} decoder using emerging technologies},
  booktitle    = {29th {IEEE} International System-on-Chip Conference, {SOCC} 2016,
                  Seattle, WA, USA, September 6-9, 2016},
  pages        = {312--316},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/SOCC.2016.7905499},
  doi          = {10.1109/SOCC.2016.7905499},
  timestamp    = {Wed, 16 Oct 2019 14:14:53 +0200},
  biburl       = {https://dblp.org/rec/conf/socc/RenYW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/socc/CaiRWSQYB16,
  author       = {Ruizhe Cai and
                  Ao Ren and
                  Yanzhi Wang and
                  Sucheta Soundarajan and
                  Qinru Qiu and
                  Bo Yuan and
                  Paul Bogdan},
  editor       = {Karan S. Bhatia and
                  Massimo Alioto and
                  Danella Zhao and
                  Andrew Marshall and
                  Ramalingam Sridhar},
  title        = {A low-computation-complexity, energy-efficient, and high-performance
                  linear program solver using memristor crossbars},
  booktitle    = {29th {IEEE} International System-on-Chip Conference, {SOCC} 2016,
                  Seattle, WA, USA, September 6-9, 2016},
  pages        = {317--322},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/SOCC.2016.7905500},
  doi          = {10.1109/SOCC.2016.7905500},
  timestamp    = {Tue, 12 Jun 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/socc/CaiRWSQYB16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/RenLLDQQYW16,
  author       = {Ao Ren and
                  Ji Li and
                  Zhe Li and
                  Caiwen Ding and
                  Xuehai Qian and
                  Qinru Qiu and
                  Bo Yuan and
                  Yanzhi Wang},
  title        = {{SC-DCNN:} Highly-Scalable Deep Convolutional Neural Network using
                  Stochastic Computing},
  journal      = {CoRR},
  volume       = {abs/1611.05939},
  year         = {2016},
  url          = {http://arxiv.org/abs/1611.05939},
  eprinttype    = {arXiv},
  eprint       = {1611.05939},
  timestamp    = {Fri, 24 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/RenLLDQQYW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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