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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：1/0  |  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  
An adaptive joint optimization framework for pruning and quantization 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 页码: 17
作者:  Li, Xiaohai;  Yang, Xiaodong;  Zhang, Yingwei;  Yang, Jianrong;  Chen, Yiqiang
收藏  |  浏览/下载：1/0  |  提交时间：2024/12/06
Model compression  Network pruning  Quantization  Mutual learning  Multi-teacher knowledge distillation  
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：14/0  |  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：17/0  |  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：19/0  |  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：34/0  |  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：37/0  |  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  
SEAD Counter: Self-Adaptive Counters With Different Counting Ranges 期刊论文
IEEE-ACM TRANSACTIONS ON NETWORKING, 2021, 页码: 17
作者:  Liu, Xilai;  Xu, Yan;  Liu, Peng;  Yang, Tong;  Xu, Jiaqi;  Wang, Lun;  Xie, Gaogang;  Li, Xiaoming;  Uhlig, Steve
收藏  |  浏览/下载：36/0  |  提交时间：2022/06/21
Memory management  Mice  Arrays  Random access memory  System-on-chip  Hash functions  Computer science  Estimator  sketches  generic counter  network measurement  compression  self-adaptive  
Local-binarized very deep residual network for visual categorization 期刊论文
NEUROCOMPUTING, 2021, 卷号: 430, 页码: 82-93
作者:  Liu, Xuejing;  Li, Liang;  Wang, Shuhui;  Zha, Zheng-Jun;  Huang, Qingming
收藏  |  浏览/下载：48/0  |  提交时间：2021/12/01
Network compression and acceleration  Pose estimation  Object recognition  Saliency detection  Local binary residual block  
Toward Efficient Execution of Mainstream Deep Learning Frameworks on Mobile Devices: Architectural Implications 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2021, 卷号: 40, 期号: 3, 页码: 453-466
作者:  Dai, Yuting;  Zhang, Rui;  Xue, Rui;  Liu, Benyong;  Li, Tao
收藏  |  浏览/下载：48/0  |  提交时间：2021/12/01
Deep learning  Mobile handsets  Performance evaluation  Mobile applications  Computational modeling  Quantization (signal)  Central Processing Unit  CPU usage  deep learning (DL)  energy efficiency  microarchitecture  mobile phone  network compression  thermal characterization