Per-Tensor Fixed-Point Quantization of the Back-Propagation Algorithm

31 December 2018

Papers citing "Per-Tensor Fixed-Point Quantization of the Back-Propagation Algorithm"

14 / 14 papers shown

Title
AskewSGD : An Annealed interval-constrained Optimisation method to train Quantized Neural Networks Louis Leconte S. Schechtman Eric Moulines 29 4 0 07 Nov 2022
MinUn: Accurate ML Inference on Microcontrollers Shikhar Jaiswal R. Goli Aayan Kumar Vivek Seshadri Rahul Sharma 29 2 0 29 Oct 2022
Is Integer Arithmetic Enough for Deep Learning Training? Alireza Ghaffari Marzieh S. Tahaei Mohammadreza Tayaranian M. Asgharian V. Nia MQ 16 16 0 18 Jul 2022
Optimal Clipping and Magnitude-aware Differentiation for Improved Quantization-aware Training Charbel Sakr Steve Dai Rangharajan Venkatesan B. Zimmer W. Dally Brucek Khailany MQ 19 41 0 13 Jun 2022
Accurate Neural Training with 4-bit Matrix Multiplications at Standard Formats Brian Chmiel Ron Banner Elad Hoffer Hilla Ben Yaacov Daniel Soudry MQ 33 23 0 19 Dec 2021
LNS-Madam: Low-Precision Training in Logarithmic Number System using Multiplicative Weight Update Jiawei Zhao Steve Dai Rangharajan Venkatesan Brian Zimmer Mustafa Ali Xuan Li Brucek Khailany B. Dally Anima Anandkumar MQ 39 13 0 26 Jun 2021
In-Hindsight Quantization Range Estimation for Quantized Training Marios Fournarakis Markus Nagel MQ 16 10 0 10 May 2021
BSQ: Exploring Bit-Level Sparsity for Mixed-Precision Neural Network Quantization Huanrui Yang Lin Duan Yiran Chen Hai Helen Li MQ 21 64 0 20 Feb 2021
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead Maurizio Capra Beatrice Bussolino Alberto Marchisio Guido Masera Maurizio Martina Muhammad Shafique BDL 59 140 0 21 Dec 2020
A Statistical Framework for Low-bitwidth Training of Deep Neural Networks Jianfei Chen Yujie Gai Z. Yao Michael W. Mahoney Joseph E. Gonzalez MQ 17 58 0 27 Oct 2020
Dynamic Group Convolution for Accelerating Convolutional Neural Networks Z. Su Linpu Fang Wenxiong Kang D. Hu M. Pietikäinen Li Liu 15 44 0 08 Jul 2020
Sparse Weight Activation Training Md Aamir Raihan Tor M. Aamodt 34 73 0 07 Jan 2020
Towards Unified INT8 Training for Convolutional Neural Network Feng Zhu Ruihao Gong F. Yu Xianglong Liu Yanfei Wang Zhelong Li Xiuqi Yang Junjie Yan MQ 35 151 0 29 Dec 2019
Constructing Energy-efficient Mixed-precision Neural Networks through Principal Component Analysis for Edge Intelligence I. Chakraborty Deboleena Roy Isha Garg Aayush Ankit Kaushik Roy 24 37 0 04 Jun 2019