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Is quantum optimization ready? An effort towards neural network compression using adiabatic quantum computing 期刊论文
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2026, 卷号: 174, 页码: 11
作者:  Wang, Zhehui;  Choong, Benjamin Chen Ming;  Huang, Tian;  Gerlinghoff, Daniel;  Goh, Rick Siow Mong;  Liu, Cheng;  Luo, Tao
收藏  |  浏览/下载：39/0  |  提交时间：2025/12/03
Adiabatic quantum computing  Quantum annealing  Neural network optimization  Model compression  
Advancements in Accelerating Deep Neural Network Inference on AIoT Devices: A Survey 期刊论文
IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2024, 卷号: 9, 期号: 6, 页码: 830-847
作者:  Cheng, Long;  Gu, Yan;  Liu, Qingzhi;  Yang, Lei;  Liu, Cheng;  Wang, Ying
收藏  |  浏览/下载：74/0  |  提交时间：2025/06/25
Computational modeling  Hardware  Artificial neural networks  Optimization  Internet of Things  Adaptation models  Data models  AIoT devices  DNN inference  model compression  parallel computing  performance optimization  survey  
A Task-Adaptive In-Situ ReRAM Computing for Graph Convolutional Networks 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 9, 页码: 2635-2646
作者:  He, Yintao;  Li, Bing;  Wang, Ying;  Liu, Cheng;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：120/0  |  提交时间：2024/12/06
Task analysis  Sparse matrices  Convolution  Convolutional neural networks  Design automation  Neural networks  Integrated circuits  Graph convolutional network  hardware acceleration  processing-in-memory  
An Energy-Efficient In-Memory Accelerator for Graph Construction and Updating 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 6, 页码: 1781-1793
作者:  Chen, Mingkai;  Liu, Cheng;  Liang, Shengwen;  He, Lei;  Wang, Ying;  Zhang, Lei;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：121/0  |  提交时间：2024/12/06
Memory management  Buildings  Bandwidth  Hardware  Social networking (online)  Energy efficiency  Parallel processing  Graph construction  graph updating  near-data processing  nearest neighbors  power gating  stacked memory  
A Deep Reinforcement Learning-Based Preemptive Approach for Cost-Aware Cloud Job Scheduling 期刊论文
IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2024, 卷号: 9, 期号: 3, 页码: 422-432
作者:  Cheng, Long;  Wang, Yue;  Cheng, Feng;  Liu, Cheng;  Zhao, Zhiming;  Wang, Ying
收藏  |  浏览/下载：93/0  |  提交时间：2024/12/06
Cloud computing  Processor scheduling  Real-time systems  Costs  Quality of service  Time factors  Dynamic scheduling  DRL  job scheduling  preemptive mechanism  optimization  
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：93/0  |  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：79/0  |  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：100/0  |  提交时间：2024/05/20
In-memory computing  majority gates  voltage-gated SOT-MRAM  Wallace tree multiplier  
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：104/0  |  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)  
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：112/0  |  提交时间：2024/05/20
Fault analysis  fault simulation  neural network (NN) reliability  statistical fault modeling