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CASIA OpenIR
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Optimization-Based Post-Training Quantization With Bit-Split and Stitching 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 2, 页码: 2119-2135
作者:  Wang, Peisong;  Chen, Weihan;  He, Xiangyu;  Chen, Qiang;  Liu, Qingshan;  Cheng, Jian
Adobe PDF(921Kb)  |  收藏  |  浏览/下载：157/43  |  提交时间：2023/03/20
Deep neural networks  compression  quantization  post-training quantization  
Efficient Accelerator/Network Co-Search with Circular Greedy Reinforcement Learning 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II: EXPRESS BRIEFS, 2023, 页码: 1-5
作者:  Liu, Zejian;  Li, Gang;  Cheng, Jian
Adobe PDF(1982Kb)  |  收藏  |  浏览/下载：104/32  |  提交时间：2023/06/19
Accelerator/Network Co-Search  Reinforcement Learning  Performance Estimation  Multi-objective Optimization  
Towards Automatic Model Compression via A Unified Two-Stage Framework 期刊论文
Pattern Recognition (PR), 2023, 卷号: 140, 页码: 109527
作者:  Weihan Chen;  Peisong Wang;  Jian Cheng
Adobe PDF(765Kb)  |  收藏  |  浏览/下载：91/26  |  提交时间：2023/06/20
Deep Neural Networks  Model Compression  Quantization  Pruning  
DPNAS: Neural Architecture Search for Deep Learning with Differential Privacy 会议论文
, 线上, 2022-2
作者:  Cheng AD(程安达);  Wang JX(王家兴);  Zhang X(张希);  Chen Q(谌强);  Wang PS(王培松);  Cheng J(程健)
Adobe PDF(1135Kb)  |  收藏  |  浏览/下载：87/21  |  提交时间：2023/06/05
Differentially Private Federated Learning with Local Regularization and Sparsification 会议论文
, 线上, 2022-6
作者:  Cheng AD(程安达);  Wang PS(王培松);  Zhang X(张希);  Cheng J(程健)
Adobe PDF(312Kb)  |  收藏  |  浏览/下载：103/38  |  提交时间：2023/06/05
Block Convolution: Toward Memory-Efficient Inference of Large-Scale CNNs on FPGA 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 5, 页码: 1436-1447
作者:  Li, Gang;  Liu, Zejian;  Li, Fanrong;  Cheng, Jian
Adobe PDF(4046Kb)  |  收藏  |  浏览/下载：243/22  |  提交时间：2022/06/10
Convolution  Field programmable gate arrays  System-on-chip  Task analysis  Random access memory  Tensors  Memory management  Block convolution  convolutional neural network (CNN) accelerator  field-programmable gate array (FPGA)  memory efficient  off-chip transfer  
Fixed-point Quantization for Vision Transformer 会议论文
, Beijing, China, 2021-10-22
作者:  Zhexin, Li;  Peisong Wang;  Zhiyuan Wang;  Jian Cheng
Adobe PDF(940Kb)  |  收藏  |  浏览/下载：233/66  |  提交时间：2022/06/15
APRIL: Finding the Achilles' Heel on Privacy for Vision Transformers 会议论文
, New Orleans, Louisiana, USA, 2022-6
作者:  Jiahao, Lu;  Xi Sheryl, Zhang;  Tianli, Zhao;  Xiangyu, He;  Jian Cheng
Adobe PDF(2770Kb)  |  收藏  |  浏览/下载：197/49  |  提交时间：2022/06/23
Trustworthy AI  Privacy-preserving machine learning  
Multi-Granularity Pruning for Model Acceleration on Mobile Devices 会议论文
, 线上, 2022-07
作者:  Zhao TL(赵天理);  Zhang X(张希);  Zhu WT(朱文涛);  Wang JX(王家兴);  Yang S(杨森);  Liu J(刘季);  Cheng J(程健)
Adobe PDF(1919Kb)  |  收藏  |  浏览/下载：85/36  |  提交时间：2023/06/21
Deep Neural Networks  Network Pruning  Structured Pruning  Non-structured Pruning  Single Instruction Multiple Data  
Towards Mixed-Precision Quantization of Neural Networks via Constrained Optimization 会议论文
, 线上举办, 2021-10-11
作者:  Weihan Chen;  Peisong Wang;  Jian Cheng
Adobe PDF(696Kb)  |  收藏  |  浏览/下载：97/31  |  提交时间：2023/06/20