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@inproceedings{DBLP:conf/nips/0001WGCDWKW19,
  author       = {Qijing Huang and
                  Dequan Wang and
                  Yizhao Gao and
                  Yaohui Cai and
                  Zhen Dong and
                  Bichen Wu and
                  Kurt Keutzer and
                  John Wawrzynek},
  title        = {Algorithm-hardware Co-design for Deformable Convolution},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {48--51},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00019},
  doi          = {10.1109/EMC2-NIPS53020.2019.00019},
  timestamp    = {Mon, 04 Nov 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/0001WGCDWKW19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/Hartmann019,
  author       = {David Hartmann and
                  Michael Wand},
  title        = {Progressive Stochastic Binarization of Deep Networks},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {31--35},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00015},
  doi          = {10.1109/EMC2-NIPS53020.2019.00015},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/Hartmann019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/IzsakGW19,
  author       = {Peter Izsak and
                  Shira Guskin and
                  Moshe Wasserblat},
  title        = {Training Compact Models for Low Resource Entity Tagging using Pre-trained
                  Language Models},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {44--47},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00018},
  doi          = {10.1109/EMC2-NIPS53020.2019.00018},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/IzsakGW19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/McKinstryEABAYM19,
  author       = {Jeffrey L. McKinstry and
                  Steven K. Esser and
                  Rathinakumar Appuswamy and
                  Deepika Bablani and
                  John V. Arthur and
                  Izzet B. Yildiz and
                  Dharmendra S. Modha},
  title        = {Discovering Low-Precision Networks Close to Full-Precision Networks
                  for Efficient Inference},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {6--9},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00009},
  doi          = {10.1109/EMC2-NIPS53020.2019.00009},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/McKinstryEABAYM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/MordidoK019,
  author       = {Gon{\c{c}}alo Mordido and
                  Matthijs Van Keirsbilck and
                  Alexander Keller},
  title        = {Instant Quantization of Neural Networks using Monte Carlo Methods},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {26--30},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00014},
  doi          = {10.1109/EMC2-NIPS53020.2019.00014},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/MordidoK019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/NasrinBCGT19,
  author       = {Shamma Nasrin and
                  Diaa Badawi and
                  Ahmet Enis {\c{C}}etin and
                  Wilfred Gomes and
                  Amit Ranjan Trivedi},
  title        = {Towards Co-designing Neural Network Function Approximators with In-SRAM
                  Computing},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {40--43},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00017},
  doi          = {10.1109/EMC2-NIPS53020.2019.00017},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/NasrinBCGT19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/NayakZC19,
  author       = {Prateeth Nayak and
                  David Zhang and
                  Sek Chai},
  title        = {Bit Efficient Quantization for Deep Neural Networks},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {52--56},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00020},
  doi          = {10.1109/EMC2-NIPS53020.2019.00020},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/NayakZC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/OlascoagaMSBV19,
  author       = {Laura Isabel Galindez Olascoaga and
                  Wannes Meert and
                  Nimish Shah and
                  Guy Van den Broeck and
                  Marian Verhelst},
  title        = {On Hardware-Aware Probabilistic Frameworks for Resource Constrained
                  Embedded Applications},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {66--70},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00023},
  doi          = {10.1109/EMC2-NIPS53020.2019.00023},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/OlascoagaMSBV19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/SaadeDLCCBDLCBG19,
  author       = {Alaa Saade and
                  Joseph Dureau and
                  David Leroy and
                  Francesco Caltagirone and
                  Alice Coucke and
                  Adrien Ball and
                  Cl{\'{e}}ment Doumouro and
                  Thibaut Lavril and
                  Alexandre Caulier and
                  Th{\'{e}}odore Bluche and
                  Thibault Gisselbrecht and
                  Ma{\"{e}}l Primet},
  title        = {Spoken Language Understanding on the Edge},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {57--61},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00021},
  doi          = {10.1109/EMC2-NIPS53020.2019.00021},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/SaadeDLCCBDLCBG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/ThakkerFBGZDM19,
  author       = {Urmish Thakker and
                  Igor Fedorov and
                  Jesse G. Beu and
                  Dibakar Gope and
                  Chu Zhou and
                  Ganesh Dasika and
                  Matthew Mattina},
  title        = {Pushing the limits of {RNN} Compression},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {18--21},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00012},
  doi          = {10.1109/EMC2-NIPS53020.2019.00012},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/ThakkerFBGZDM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/WongFSLCC19,
  author       = {Alexander Wong and
                  Mahmoud Famouri and
                  Mohammad Javad Shafiee and
                  Francis Li and
                  Brendan Chwyl and
                  Jonathan Chung},
  title        = {{YOLO} Nano: a Highly Compact You Only Look Once Convolutional Neural
                  Network for Object Detection},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {22--25},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00013},
  doi          = {10.1109/EMC2-NIPS53020.2019.00013},
  timestamp    = {Wed, 09 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/WongFSLCC19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/XuL0WWDQCLX19,
  author       = {Yuhui Xu and
                  Yuxi Li and
                  Shuai Zhang and
                  Wei Wen and
                  Botao Wang and
                  Wenrui Dai and
                  Yingyong Qi and
                  Yiran Chen and
                  Weiyao Lin and
                  Hongkai Xiong},
  title        = {Trained Rank Pruning for Efficient Deep Neural Networks},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {14--17},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00011},
  doi          = {10.1109/EMC2-NIPS53020.2019.00011},
  timestamp    = {Mon, 04 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/XuL0WWDQCLX19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/ZafrirBIW19,
  author       = {Ofir Zafrir and
                  Guy Boudoukh and
                  Peter Izsak and
                  Moshe Wasserblat},
  title        = {{Q8BERT:} Quantized 8Bit {BERT}},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {36--39},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00016},
  doi          = {10.1109/EMC2-NIPS53020.2019.00016},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/ZafrirBIW19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/ZhangLYS19,
  author       = {Tianyi Zhang and
                  Zhiqiu Lin and
                  Guandao Yang and
                  Christopher De Sa},
  title        = {QPyTorch: {A} Low-Precision Arithmetic Simulation Framework},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {10--13},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00010},
  doi          = {10.1109/EMC2-NIPS53020.2019.00010},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/ZhangLYS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/ZhangY0WL19,
  author       = {Jingyang Zhang and
                  Huanrui Yang and
                  Fan Chen and
                  Yitu Wang and
                  Hai Li},
  title        = {Exploring Bit-Slice Sparsity in Deep Neural Networks for Efficient
                  ReRAM-Based Deployment},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {1--5},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00008},
  doi          = {10.1109/EMC2-NIPS53020.2019.00008},
  timestamp    = {Thu, 12 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/ZhangY0WL19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{DBLP:conf/nips/ZhangZZS19,
  author       = {Tianyu Zhang and
                  Lei Zhu and
                  Qian Zhao and
                  Kilho Shin},
  title        = {Neural Networks Weights Quantization: Target None-retraining Ternary
                  {(TNT)}},
  booktitle    = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  pages        = {62--65},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019.00022},
  doi          = {10.1109/EMC2-NIPS53020.2019.00022},
  timestamp    = {Sun, 24 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ZhangZZS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

@proceedings{DBLP:conf/nips/2019emc2,
  title        = {Fifth Workshop on Energy Efficient Machine Learning and Cognitive
                  Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada,
                  December 13, 2019},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/EMC2-NIPS53020.2019},
  doi          = {10.1109/EMC2-NIPS53020.2019},
  isbn         = {978-1-6654-2418-9},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/2019emc2.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}

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