EMC2@NeurIPS

Publications

2019

Fifth Workshop on Energy Efficient Machine Learning and Cognitive Computing - NeurIPS Edition, EMC2@NeurIPS 2019, Vancouver, Canada, December 13, 2019 EMC2@NeurIPS (2019)
Alexander Wong, Mahmoud Famouri, Mohammad Javad Shafiee, Francis Li, Brendan Chwyl, Jonathan Chung
YOLO Nano: a Highly Compact You Only Look Once Convolutional Neural Network for Object Detection. EMC2@NeurIPS (2019)
David Hartmann, Michael Wand
Progressive Stochastic Binarization of Deep Networks. EMC2@NeurIPS (2019)
Peter Izsak, Shira Guskin, Moshe Wasserblat
Training Compact Models for Low Resource Entity Tagging using Pre-trained Language Models. EMC2@NeurIPS (2019)
Alaa Saade, Joseph Dureau, David Leroy, Francesco Caltagirone, Alice Coucke, Adrien Ball, Clément Doumouro, Thibaut Lavril, Alexandre Caulier, Théodore Bluche, Thibault Gisselbrecht, Maël Primet
Spoken Language Understanding on the Edge. EMC2@NeurIPS (2019)
Tianyu Zhang, Lei Zhu, Qian Zhao, Kilho Shin
Neural Networks Weights Quantization: Target None-retraining Ternary (TNT). EMC2@NeurIPS (2019)
Laura Isabel Galindez Olascoaga, Wannes Meert, Nimish Shah, Guy Van den Broeck, Marian Verhelst
On Hardware-Aware Probabilistic Frameworks for Resource Constrained Embedded Applications. EMC2@NeurIPS (2019)
Urmish Thakker, Igor Fedorov, Jesse G. Beu, Dibakar Gope, Chu Zhou, Ganesh Dasika, Matthew Mattina
Pushing the limits of RNN Compression. EMC2@NeurIPS (2019)
Qijing Huang, Dequan Wang, Yizhao Gao, Yaohui Cai, Zhen Dong, Bichen Wu, Kurt Keutzer, John Wawrzynek
Algorithm-hardware Co-design for Deformable Convolution. EMC2@NeurIPS (2019)
Prateeth Nayak, David Zhang, Sek Chai
Bit Efficient Quantization for Deep Neural Networks. EMC2@NeurIPS (2019)
Jingyang Zhang, Huanrui Yang, Fan Chen, Yitu Wang, Hai Li
Exploring Bit-Slice Sparsity in Deep Neural Networks for Efficient ReRAM-Based Deployment. EMC2@NeurIPS (2019)
Shamma Nasrin, Diaa Badawi, Ahmet Enis Çetin, Wilfred Gomes, Amit Ranjan Trivedi
Towards Co-designing Neural Network Function Approximators with In-SRAM Computing. EMC2@NeurIPS (2019)
Ofir Zafrir, Guy Boudoukh, Peter Izsak, Moshe Wasserblat
Q8BERT: Quantized 8Bit BERT. EMC2@NeurIPS (2019)
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Wenrui Dai, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong
Trained Rank Pruning for Efficient Deep Neural Networks. EMC2@NeurIPS (2019)
Tianyi Zhang, Zhiqiu Lin, Guandao Yang, Christopher De Sa
QPyTorch: A Low-Precision Arithmetic Simulation Framework. EMC2@NeurIPS (2019)
Gonçalo Mordido, Matthijs Van Keirsbilck, Alexander Keller
Instant Quantization of Neural Networks using Monte Carlo Methods. EMC2@NeurIPS (2019)
Jeffrey L. McKinstry, Steven K. Esser, Rathinakumar Appuswamy, Deepika Bablani, John V. Arthur, Izzet B. Yildiz, Dharmendra S. Modha
Discovering Low-Precision Networks Close to Full-Precision Networks for Efficient Inference. EMC2@NeurIPS (2019)