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MRFI: An Open-Source Multiresolution Fault Injection Framework for Neural Network Processing 期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2024, 页码: 11
作者:  Huang, Haitong;  Liu, Cheng;  Xue, Xinghua;  Liu, Bo;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：3/0  |  提交时间：2024/05/20
Biological neural networks  Hardware  Reliability  Computational modeling  Neural networks  Fault tolerant systems  Fault tolerance  Fault evaluation  fault injection  fault simulation  multiresolution  neural network reliability  
Statistical Modeling of Soft Error Influence on Neural Networks 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 11, 页码: 4152-4163
作者:  Huang, Haitong;  Xue, Xinghua;  Liu, Cheng;  Wang, Ying;  Luo, Tao;  Cheng, Long;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：2/0  |  提交时间：2024/05/20
Fault analysis  fault simulation  neural network (NN) reliability  statistical fault modeling  
Exploring Winograd Convolution for Cost-Effective Neural Network Fault Tolerance 期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2023, 卷号: 31, 期号: 11, 页码: 1763-1773
作者:  Xue, Xinghua;  Liu, Cheng;  Liu, Bo;  Huang, Haitong;  Wang, Ying;  Luo, Tao;  Zhang, Lei;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：2/0  |  提交时间：2024/05/20
Fault tolerant systems  Fault tolerance  Artificial neural networks  Convolution  Reliability  Computational modeling  Neurons  Fault-tolerance  soft errors  vulnerability analysis  winograd convolution (WG-Conv)  
Variation Enhanced Attacks Against RRAM-Based Neuromorphic Computing System 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 5, 页码: 1588-1596
作者:  Lv, Hao;  Li, Bing;  Zhang, Lei;  Liu, Cheng;  Wang, Ying
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Security  Hardware  Neuromorphic engineering  Computational modeling  Circuit faults  Resistance  Immune system  Adversarial attack  fault injection attack  neuromorphic computing system (NCS)  processing in memory  reliability  resistive memory  
On-Line Fault Protection for ReRAM-Based Neural Networks 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2023, 卷号: 72, 期号: 2, 页码: 423-437
作者:  Li, Wen;  Wang, Ying;  Liu, Cheng;  He, Yintao;  Liu, Lian;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：14/0  |  提交时间：2023/07/12
Training  Fault detection  Computational modeling  Image edge detection  Memristors  Neural networks  Kernel  Deep neural network  hard fault  ReRAM  reliability  soft fault  
Reliability Evaluation and Analysis of FPGA-Based Neural Network Acceleration System 期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2021, 卷号: 29, 期号: 3, 页码: 472-484
作者:  Xu, Dawen;  Zhu, Ziyang;  Liu, Cheng;  Wang, Ying;  Zhao, Shuang;  Zhang, Lei;  Liang, Huaguo;  Li, Huawei;  Cheng, Kwang-Ting
收藏  |  浏览/下载：38/0  |  提交时间：2021/12/01
Neural networks  Circuit faults  Hardware  Acceleration  Reliability  Analytical models  Computational modeling  Integrated circuit reliability  reliability