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General Purpose Deep Learning Accelerator Based on Bit Interleaving 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 5, 页码: 1470-1483
作者:  Chang, Liang;  Lu, Hang;  Li, Chenglong;  Zhao, Xin;  Hu, Zhicheng;  Zhou, Jun;  Li, Xiaowei
收藏  |  浏览/下载:4/0  |  提交时间:2024/12/06
Synchronization  Parallel processing  Computational modeling  Training  Pragmatics  Power demand  Hardware acceleration  Accelerator  bit-level sparsity  deep neural network (DNN)  
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:9/0  |  提交时间:2024/05/20
Deep learning accelerator  deep neural network (DNN)  fp8 format  
DyPipe: A Holistic Approach to Accelerating Dynamic Neural Networks with Dynamic Pipelining 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2023, 卷号: 38, 期号: 4, 页码: 899-910
作者:  Zhuang, Yi-Min;  Hu, Xing;  Chen, Xiao-Bing;  Zhi, Tian
收藏  |  浏览/下载:9/0  |  提交时间:2024/05/20
dynamic neural network (NN)  deep neural network (DNN) accelerator  dynamic pipelining  
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:20/0  |  提交时间:2023/07/12
Deep learning accelerator  deep neural network (DNN)  hardware runtime pruning  
IVP: An Intelligent Video Processing Architecture for Video Streaming 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2023, 卷号: 72, 期号: 1, 页码: 264-277
作者:  Gao, Chengsi;  Wang, Ying;  Han, Yinhe;  Chen, Weiwei;  Zhang, Lei
收藏  |  浏览/下载:20/0  |  提交时间:2023/07/12
Video enhancement  compressed video  DNN  approximate computing  optical flow  accelerator  
Thread: Towards fine-grained precision reconfiguration in variable-precision neural network accelerator 期刊论文
IEICE ELECTRONICS EXPRESS, 2019, 卷号: 16, 期号: 14, 页码: 6
作者:  Zhang, Shichang;  Wang, Ying;  Chen, Xiaoming;  Han, Yinhe;  Wang, Yujie;  Li, Xiaowei
收藏  |  浏览/下载:86/0  |  提交时间:2019/12/10
DNN accelerator  variable bit-precision  bit-serial  bit-parallel  fine-grained precision