Effective Training of Convolutional Neural Networks with Low-bitwidth
Weights and Activations

Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations

10 August 2019

Bohan Zhuang

Jing Liu

Lingqiao Liu

Chunhua Shen

Papers citing "Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations"

12 / 12 papers shown

Title
RedBit: An End-to-End Flexible Framework for Evaluating the Accuracy of Quantized CNNs A. M. Ribeiro-dos-Santos João Dinis Ferreira O. Mutlu G. Falcão MQ 21 1 0 15 Jan 2023
Vertical Layering of Quantized Neural Networks for Heterogeneous Inference Hai Wu Ruifei He Hao Hao Tan Xiaojuan Qi Kaibin Huang MQ 24 2 0 10 Dec 2022
Class-based Quantization for Neural Networks Wenhao Sun Grace Li Zhang Huaxi Gu Bing Li Ulf Schlichtmann MQ 24 7 0 27 Nov 2022
ANT: Exploiting Adaptive Numerical Data Type for Low-bit Deep Neural Network Quantization Cong Guo Chen Zhang Jingwen Leng Zihan Liu Fan Yang Yun-Bo Liu Minyi Guo Yuhao Zhu MQ 20 55 0 30 Aug 2022
Efficient Adaptive Activation Rounding for Post-Training Quantization Zhengyi Li Cong Guo Zhanda Zhu Yangjie Zhou Yuxian Qiu Xiaotian Gao Jingwen Leng Minyi Guo MQ 30 3 0 25 Aug 2022
Compact Model Training by Low-Rank Projection with Energy Transfer K. Guo Zhenquan Lin Xiaofen Xing Fang Liu Xiangmin Xu 27 2 0 12 Apr 2022
Towards Efficient Post-training Quantization of Pre-trained Language Models Haoli Bai Lu Hou Lifeng Shang Xin Jiang Irwin King M. Lyu MQ 79 47 0 30 Sep 2021
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 34 79 0 17 Sep 2020
Joint Multi-Dimension Pruning via Numerical Gradient Update Zechun Liu Xinming Zhang Zhiqiang Shen Zhe Li Yichen Wei Kwang-Ting Cheng Jian Sun 47 18 0 18 May 2020
Training Quantized Neural Networks with a Full-precision Auxiliary Module Bohan Zhuang Lingqiao Liu Mingkui Tan Chunhua Shen Ian Reid MQ 32 62 0 27 Mar 2019
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 334 1,049 0 10 Feb 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,329 0 05 Nov 2016