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Is quantum optimization ready? An effort towards neural network compression using adiabatic quantum computing 期刊论文
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2026, 卷号: 174, 页码: 11
作者:  Wang, Zhehui;  Choong, Benjamin Chen Ming;  Huang, Tian;  Gerlinghoff, Daniel;  Goh, Rick Siow Mong;  Liu, Cheng;  Luo, Tao
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Adiabatic quantum computing  Quantum annealing  Neural network optimization  Model compression  
BIRD plus : Design of a Lightweight Communication Compressor for Resource-Constrained Distribution Learning Platforms 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2024, 卷号: 35, 期号: 11, 页码: 2193-2207
作者:  Wu, Donglei;  Yang, Weihao;  Zou, Xiangyu;  Feng, Hao;  Tao, Dingwen;  Li, Shiyi;  Xia, Wen;  Fang, Binxing
收藏  |  浏览/下载：63/0  |  提交时间：2024/12/06
Indexes  Costs  Computational modeling  Distance learning  Computer aided instruction  Training  Tensors  Distributed learning  communication compression  random sampling  neural network  
DPQ: dynamic pseudo-mean mixed-precision quantization for pruned neural network 期刊论文
MACHINE LEARNING, 2024, 页码: 14
作者:  Pei, Songwen;  Wang, Jiyao;  Zhang, Bingxue;  Qin, Wei;  Xue, Hai;  Ye, Xiaochun;  Chen, Mingsong
收藏  |  浏览/下载：49/0  |  提交时间：2024/05/20
Big data  Compression  Deep learning  Pseudo-mean mixed-precision quantization  Pruned neural network  
Fpar: filter pruning via attention and rank enhancement for deep convolutional neural networks acceleration 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 页码: 13
作者:  Chen, Yanming;  Wu, Gang;  Shuai, Mingrui;  Lou, Shubin;  Zhang, Yiwen;  An, Zhulin
收藏  |  浏览/下载：50/0  |  提交时间：2024/05/20
Neural network  Model compression  Filter pruning  Attention  Rank enhancement  CNNs  
Accelerating deep neural network filter pruning with mask-aware convolutional computations on modern CPUs 期刊论文
NEUROCOMPUTING, 2022, 卷号: 505, 页码: 375-387
作者:  Ma, Xiu;  Li, Guangli;  Liu, Lei;  Liu, Huaxiao;  Wang, Xueying
收藏  |  浏览/下载：49/0  |  提交时间：2023/07/12
Deep learning systems  Neural network compression  Filter pruning  
Optimizing deep neural networks on intelligent edge accelerators via flexible-rate filter pruning 期刊论文
JOURNAL OF SYSTEMS ARCHITECTURE, 2022, 卷号: 124, 页码: 11
作者:  Li, Guangli;  Ma, Xiu;  Wang, Xueying;  Yue, Hengshan;  Li, Jiansong;  Liu, Lei;  Feng, Xiaobing;  Xue, Jingling
收藏  |  浏览/下载：63/0  |  提交时间：2022/12/07
Edge intelligence  Deep learning  Neural network compression  
Comprehensive SNN Compression Using ADMM Optimization and Activity Regularization 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 15
作者:  Deng, Lei;  Wu, Yujie;  Hu, Yifan;  Liang, Ling;  Li, Guoqi;  Hu, Xing;  Ding, Yufei;  Li, Peng;  Xie, Yuan
收藏  |  浏览/下载：76/0  |  提交时间：2022/06/21
Neurons  Computational modeling  Quantization (signal)  Optimization  Encoding  Task analysis  Synapses  Activity regularization  alternating direction method of multiplier (ADMM)  connection pruning  spiking neural network (SNN) compression  weight quantization  
A deep neural network compression algorithm based on knowledge transfer for edge devices 期刊论文
COMPUTER COMMUNICATIONS, 2020, 卷号: 163, 页码: 186-194
作者:  Chen, Yanming;  Li, Chao;  Gong, Luqi;  Wen, Xiang;  Zhang, Yiwen;  Shi, Weisong
收藏  |  浏览/下载：374/0  |  提交时间：2020/12/10
Edge device  Deep learning  Neural network compression  Knowledge transfer  
Optimization feature compression and FNN realization 期刊论文
INTELLIGENT CONTROL AND AUTOMATION, 2006, 卷号: 344, 页码: 951-956
作者:  Ding, Shifei;  Wang, Yuncheng;  Shi, Zhongzhi;  Jin, Fengxiang
收藏  |  浏览/下载：69/0  |  提交时间：2019/12/16
pattern recognition  optimization feature compression  entropy density function (EDF)  representation entropy (RE)  feedforward neural network (FNN)