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HyCA: A Hybrid Computing Architecture for Fault-Tolerant Deep Learning 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 10, 页码: 3400-3413
作者:  Liu, Cheng;  Chu, Cheng;  Xu, Dawen;  Wang, Ying;  Wang, Qianlong;  Li, Huawei;  Li, Xiaowei;  Cheng, Kwang-Ting
收藏  |  浏览/下载：37/0  |  提交时间：2022/12/07
Circuit faults  Computational modeling  Deep learning  Hardware  Redundancy  Neural networks  Computer architecture  Deep learning accelerator (DLA)  fault detection  fault tolerance  hybrid computing architecture (HyCA)  
Taming Process Variations in CNFET for Efficient Last-Level Cache Design 期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2022, 卷号: 30, 期号: 4, 页码: 418-431
作者:  Xu, Dawen;  Feng, Zhuangyu;  Liu, Cheng;  Li, Li;  Wang, Ying;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：34/0  |  提交时间：2022/12/07
CNTFETs  Delays  Transistors  Layout  Very large scale integration  Radio frequency  Energy consumption  nanotube field-effect transistor (CNFET)  last-level cache (LLC)  process variation (PV)  variation-aware cache  
EnGN: A High-Throughput and Energy-Efficient Accelerator for Large Graph Neural Networks 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2021, 卷号: 70, 期号: 9, 页码: 1511-1525
作者:  Liang, Shengwen;  Wang, Ying;  Liu, Cheng;  He, Lei;  Li, Huawei;  Xu, Dawen;  Li, Xiaowei
收藏  |  浏览/下载：47/0  |  提交时间：2021/12/01
Neural networks  Hardware  System-on-chip  Task analysis  Feature extraction  Memory management  Graph neural network  accelerator architecture  hardware acceleration  
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：48/0  |  提交时间：2021/12/01
Neural networks  Circuit faults  Hardware  Acceleration  Reliability  Analytical models  Computational modeling  Integrated circuit reliability  reliability