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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：0/0  |  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：0/0  |  提交时间：2024/05/20
Prefetching  Arrays  Optimization  Runtime  Heuristic algorithms  Computers  Monitoring  Computer architecture  data prefetching  memory system  
Mortar-FP8: Morphing the Existing FP32 Infrastructure for High-Performance Deep Learning Acceleration 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 3, 页码: 878-891
作者:  Li, Hongyan;  Lu, Hang;  Li, Xiaowei
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
Deep learning accelerator  deep neural network (DNN)  fp8 format  
Poseidon-NDP: Practical Fully Homomorphic Encryption Accelerator Based on Near Data Processing Architecture 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 12, 页码: 4749-4762
作者:  Yang, Yinghao;  Lu, Hang;  Li, Xiaowei
收藏  |  浏览/下载：0/0  |  提交时间：2024/05/20
FPGA accelerator  fully homomorphic encryption (FHE)  near data processing (NDP)  privacy computing  
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：0/0  |  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：1/0  |  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)  
Soft Error Reliability Analysis of Vision Transformers 期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2023, 页码: 11
作者:  Xue, Xinghua;  Liu, Cheng;  Wang, Ying;  Yang, Bing;  Luo, Tao;  Zhang, Lei;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：6/0  |  提交时间：2023/12/04
ABFT  fault-tolerance  soft errors  vision transformers (ViTs)  vulnerability analysis  
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：6/0  |  提交时间：2023/12/04
Deformable convolution network  neural network accelerator  irregular memory access  runtime tile scheduling  
DOE: database offloading engine for accelerating SQL processing 期刊论文
DISTRIBUTED AND PARALLEL DATABASES, 2023, 页码: 25
作者:  Kong, Hao;  Lu, Wenyan;  Chen, Yan;  Wu, Jingya;  Zhang, Yu;  Yan, Guihai;  Li, Xiaowei
收藏  |  浏览/下载：6/0  |  提交时间：2023/12/04
Database  Hardware  software co-design  Heterogeneous system  Analytic query processing  
Scalable and Conflict-Free NTT Hardware Accelerator Design: Methodology, Proof, and Implementation 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 5, 页码: 1504-1517
作者:  Mu, Jianan;  Ren, Yi;  Wang, Wen;  Hu, Yizhong;  Chen, Shuai;  Chang, Chip-Hong;  Fan, Junfeng;  Ye, Jing;  Cao, Yuan;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Memory access pattern  number theoretic transform (NTT)  post-quantum cryptography (PQC)  scalable hardware design  
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：12/0  |  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  
BitXpro: Regularity-Aware Hardware Runtime Pruning for Deep Neural Networks 期刊论文
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2023, 卷号: 31, 期号: 1, 页码: 90-103
作者:  Li, Hongyan;  Lu, Hang;  Wang, Haoxuan;  Deng, Shengji;  Li, Xiaowei
收藏  |  浏览/下载：11/0  |  提交时间：2023/07/12
Deep learning accelerator  deep neural network (DNN)  hardware runtime pruning  
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：22/0  |  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)  
An Efficient Deep Learning Accelerator Architecture for Compressed Video Analysis 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 9, 页码: 2808-2820
作者:  Wang, Yongchen;  Wang, Ying;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：28/0  |  提交时间：2022/12/07
Streaming media  Neural networks  Image coding  Decoding  Metadata  Deep learning  Hardware  Neural network acceleration  specialized accelerator  video analysis  
Portrait: A holistic computation and bandwidth balanced performance evaluation model for heterogeneous systems 期刊论文
SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS, 2022, 卷号: 35, 页码: 8
作者:  Wu, Jingya;  Lu, Wenyan;  Yan, Guihai;  Li, Xiaowei
收藏  |  浏览/下载：24/0  |  提交时间：2022/12/07
Accelerators  Heterogeneous systems  Bandwidth contention  Hardware hazard  PCIe  
DHSA: efficient doubly homomorphic secure aggregation for cross-silo federated learning 期刊论文
JOURNAL OF SUPERCOMPUTING, 2022, 页码: 31
作者:  Liu, Zizhen;  Chen, Si;  Ye, Jing;  Fan, Junfeng;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：16/0  |  提交时间：2022/12/07
Federated learning  Security  Efficient  Homomorphic  
STC-NAS: Fast neural architecture search with source-target consistency 期刊论文
NEUROCOMPUTING, 2022, 卷号: 497, 页码: 227-238
作者:  Sun, Zihao;  Hu, Yu;  Yang, Longxing;  Lu, Shun;  Mei, Jilin;  Han, Yinhe;  Li, Xiaowei
收藏  |  浏览/下载：19/0  |  提交时间：2022/12/07
Neural architecture search  Consistency  Automatic  Jensen-Shannon divergence  
Saving Energy of RRAM-Based Neural Accelerator Through State-Aware Computing 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 7, 页码: 2115-2127
作者:  He, Yintao;  Wang, Ying;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：26/0  |  提交时间：2022/12/07
Computer architecture  Microprocessors  Resistance  Power demand  Training  Biological neural networks  Optimization  Low power (LP)  neural networks  processing-in-memory  resistive random-access memory (RRAM)  
CAP: Communication-Aware Automated Parallelization for Deep Learning Inference on CMP Architectures 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2022, 卷号: 71, 期号: 7, 页码: 1626-1639
作者:  Zou, Kaiwei;  Wang, Ying;  Cheng, Long;  Qu, Songyun;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：27/0  |  提交时间：2022/12/07
Kernel  Computer architecture  Multicore processing  Deep learning  System-on-chip  Parallel processing  Real-time systems  Neural networks  parallel processing  real-time and embedded systems  single-chip multiprocessors  reinforcement learning  structured sparsity  
A Fast Precision Tuning Solution for Always-On DNN Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2022, 卷号: 41, 期号: 5, 页码: 1236-1248
作者:  Wang, Ying;  He, Yintao;  Cheng, Long;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载：23/0  |  提交时间：2022/12/07
Computer architecture  Neural networks  Computational modeling  Approximate computing  Tuning  Switches  Microprocessors  Always-on  CNN  computing-in-memory (CiM)  resistive RAM