Scalable Methods for 8-bit Training of Neural Networks

Scalable Methods for 8-bit Training of Neural Networks

25 May 2018

Papers citing "Scalable Methods for 8-bit Training of Neural Networks"

17 / 167 papers shown

Title
$λ$ -NIC: Interactive Serverless Compute on Programmable SmartNICs Sean Choi M. Shahbaz B. Prabhakar M. Rosenblum 8 46 0 26 Sep 2019
Training High-Performance and Large-Scale Deep Neural Networks with Full 8-bit Integers Yukuan Yang Shuang Wu Lei Deng Tianyi Yan Yuan Xie Guoqi Li MQ 99 110 0 05 Sep 2019
DeepCABAC: A Universal Compression Algorithm for Deep Neural Networks Simon Wiedemann H. Kirchhoffer Stefan Matlage Paul Haase Arturo Marbán ... Ahmed Osman D. Marpe H. Schwarz Thomas Wiegand Wojciech Samek 41 92 0 27 Jul 2019
Benchmarking TPU, GPU, and CPU Platforms for Deep Learning Y. Wang Gu-Yeon Wei David Brooks ELM VLM 20 273 0 24 Jul 2019
Terminal Brain Damage: Exposing the Graceless Degradation in Deep Neural Networks Under Hardware Fault Attacks Sanghyun Hong Pietro Frigo Yigitcan Kaya Cristiano Giuffrida Tudor Dumitras AAML 11 210 0 03 Jun 2019
A Mean Field Theory of Quantized Deep Networks: The Quantization-Depth Trade-Off Yaniv Blumenfeld D. Gilboa Daniel Soudry MQ 11 14 0 03 Jun 2019
HadaNets: Flexible Quantization Strategies for Neural Networks Yash Akhauri MQ 11 7 0 26 May 2019
SWALP : Stochastic Weight Averaging in Low-Precision Training Guandao Yang Tianyi Zhang Polina Kirichenko Junwen Bai A. Wilson Christopher De Sa 11 94 0 26 Apr 2019
Low-Memory Neural Network Training: A Technical Report N. Sohoni Christopher R. Aberger Megan Leszczynski Jian Zhang Christopher Ré 11 99 0 24 Apr 2019
Same, Same But Different - Recovering Neural Network Quantization Error Through Weight Factorization Eldad Meller Alexander Finkelstein Uri Almog Mark Grobman MQ 11 85 0 05 Feb 2019
QGAN: Quantized Generative Adversarial Networks Peiqi Wang Dongsheng Wang Yu Ji Xinfeng Xie Haoxuan Song XuXin Liu Yongqiang Lyu Yuan Xie GAN MQ 13 32 0 24 Jan 2019
Backprop with Approximate Activations for Memory-efficient Network Training Ayan Chakrabarti Benjamin Moseley 11 37 0 23 Jan 2019
Batch Normalization Sampling Zhaodong Chen Lei Deng Guoqi Li Jiawei Sun Xing Hu Xin Ma Yuan Xie 8 0 0 25 Oct 2018
Post-training 4-bit quantization of convolution networks for rapid-deployment Ron Banner Yury Nahshan Elad Hoffer Daniel Soudry MQ 13 93 0 02 Oct 2018
NICE: Noise Injection and Clamping Estimation for Neural Network Quantization Chaim Baskin Natan Liss Yoav Chai Evgenii Zheltonozhskii Eli Schwartz Raja Giryes A. Mendelson A. Bronstein MQ 9 60 0 29 Sep 2018
Compact and Computationally Efficient Representation of Deep Neural Networks Simon Wiedemann K. Müller Wojciech Samek MQ 14 66 0 27 May 2018
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,743 0 26 Sep 2016