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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：5/0  |  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  
PDG: A Prefetcher for Dynamic Graph Updating 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 4, 页码: 1246-1259
作者:  Zhang, Xinmiao;  Liu, Cheng;  Ni, Jiacheng;  Cheng, Yuanqing;  Zhang, Lei;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：5/0  |  提交时间：2024/05/20
Prefetching  Arrays  Optimization  Runtime  Heuristic algorithms  Computers  Monitoring  Computer architecture  data prefetching  memory system  
In-Memory Wallace Tree Multipliers Based on Majority Gates Within Voltage-Gated SOT-MRAM Crossbar Arrays 期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2024, 页码: 8
作者:  Hui, Yajuan;  Li, Qingzhen;  Wang, Leimin;  Liu, Cheng;  Zhang, Deming;  Miao, Xiangshui
收藏  |  浏览/下载：6/0  |  提交时间：2024/05/20
In-memory computing  majority gates  voltage-gated SOT-MRAM  Wallace tree multiplier  
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：4/0  |  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：4/0  |  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)  
Accelerating Deformable Convolution Networks with Dynamic and Irregular Memory Accesses 期刊论文
ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2023, 卷号: 28, 期号: 4, 页码: 23
作者:  Chu, Cheng;  Liu, Cheng;  Xu, Dawen;  Wang, Ying;  Luo, Tao;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：10/0  |  提交时间：2023/12/04
Deformable convolution network  neural network accelerator  irregular memory access  runtime tile scheduling  
Network Pruning for Bit-Serial Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 5, 页码: 1597-1609
作者:  Zhao, Xiandong;  Wang, Ying;  Liu, Cheng;  Shi, Cong;  Tu, Kaijie;  Zhang, Lei
收藏  |  浏览/下载：10/0  |  提交时间：2023/12/04
AI accelerators  neural networks (NNs)  NN compression  
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：10/0  |  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：16/0  |  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  
Hardware-software co-exploration with racetrack memory based in-memory computing for CNN inference in embedded systems 期刊论文
JOURNAL OF SYSTEMS ARCHITECTURE, 2022, 卷号: 128, 页码: 20
作者:  Choong, Benjamin Chen Ming;  Luo, Tao;  Liu, Cheng;  He, Bingsheng;  Zhang, Wei;  Zhou, Joey Tianyi
收藏  |  浏览/下载：21/0  |  提交时间：2022/12/07
Artificial intelligence  Hardware-software co-design  Deep learning  Embedded systems  Emerging memory