Effective Quantization Methods for Recurrent Neural Networks

Effective Quantization Methods for Recurrent Neural Networks

30 November 2016

Shuchang Zhou

Papers citing "Effective Quantization Methods for Recurrent Neural Networks"

13 / 13 papers shown

Title
HadamRNN: Binary and Sparse Ternary Orthogonal RNNs Armand Foucault Franck Mamalet François Malgouyres MQ 74 0 0 28 Jan 2025
Histogram-Equalized Quantization for logic-gated Residual Neural Networks Van Thien Nguyen William Guicquero Gilles Sicard MQ 35 1 0 10 Jan 2025
AutoQNN: An End-to-End Framework for Automatically Quantizing Neural Networks Cheng Gong Ye Lu Surong Dai Deng Qian Chenkun Du Tao Li MQ 24 0 0 07 Apr 2023
Training Integer-Only Deep Recurrent Neural Networks V. Nia Eyyub Sari Vanessa Courville M. Asgharian MQ 34 2 0 22 Dec 2022
Vau da muntanialas: Energy-efficient multi-die scalable acceleration of RNN inference G. Paulin Francesco Conti Lukas Cavigelli Luca Benini 20 8 0 14 Feb 2022
iRNN: Integer-only Recurrent Neural Network Eyyub Sari Vanessa Courville V. Nia MQ 37 4 0 20 Sep 2021
4-bit Quantization of LSTM-based Speech Recognition Models A. Fasoli Chia-Yu Chen Mauricio Serrano Xiao Sun Naigang Wang ... Xiaodong Cui Brian Kingsbury Wei Zhang Zoltán Tüske K. Gopalakrishnan MQ 13 21 0 27 Aug 2021
Fully Quantized Transformer for Machine Translation Gabriele Prato Ella Charlaix Mehdi Rezagholizadeh MQ 8 68 0 17 Oct 2019
TiM-DNN: Ternary in-Memory accelerator for Deep Neural Networks Shubham Jain S. Gupta A. Raghunathan MQ 14 37 0 15 Sep 2019
Joint Neural Architecture Search and Quantization Yukang Chen Gaofeng Meng Qian Zhang Xinbang Zhang Liangchen Song Shiming Xiang Chunhong Pan MQ 16 29 0 23 Nov 2018
A Survey on Methods and Theories of Quantized Neural Networks Yunhui Guo MQ 27 230 0 13 Aug 2018
Low Precision RNNs: Quantizing RNNs Without Losing Accuracy Supriya Kapur Asit K. Mishra Debbie Marr MQ 16 26 0 20 Oct 2017
Mixed Precision Training Paulius Micikevicius Sharan Narang Jonah Alben G. Diamos Erich Elsen ... Boris Ginsburg Michael Houston Oleksii Kuchaiev Ganesh Venkatesh Hao Wu 57 1,762 0 10 Oct 2017