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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：2/0  |  提交时间：2024/05/20
Deep learning accelerator  deep neural network (DNN)  fp8 format  
QoE-Driven Antenna Tuning in Cellular Networks With Cooperative Multi-Agent Reinforcement Learning 期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 2, 页码: 1186-1199
作者:  Liu, Xuewen;  Chuai, Gang;  Wang, Xin;  Xu, Zhiwei;  Gao, Weidong;  Zhang, Kaisa;  Liu, Qian;  Maimaiti, Saidiwaerdi;  Zuo, Peiliang
收藏  |  浏览/下载：3/0  |  提交时间：2024/05/20
Antenna tuning  multi-goal MARL  QoE/QoS mapping  self-optimization  
MJOA-MU: End-to-edge collaborative computation for DNN inference based on model uploading 期刊论文
COMPUTER NETWORKS, 2023, 卷号: 231, 页码: 17
作者:  Yang, Huan;  Sun, Sheng;  Liu, Min;  Zhang, Qiuping;  Wang, Yuwei
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
DNN inference  Model uploading  DNN partitioning  Resource allocation  
A Coordinated Model Pruning and Mapping Framework for RRAM-Based DNN Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2023, 卷号: 42, 期号: 7, 页码: 2364-2376
作者:  Qu, Songyun;  Li, Bing;  Zhao, Shixin;  Zhang, Lei;  Wang, Ying
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
AutoML  bit-pruning  deep neural networks (DNNs)  resistive random access memory (RRAM)  
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：2/0  |  提交时间：2024/05/20
dynamic neural network (NN)  deep neural network (DNN) accelerator  dynamic pipelining  
QoE Assessment Model Based on Continuous Deep Learning for Video in Wireless Networks 期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2023, 卷号: 22, 期号: 6, 页码: 3619-3633
作者:  Liu, Xuewen;  Chuai, Gang;  Wang, Xin;  Xu, Zhiwei;  Gao, Weidong
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Quality of experience  Quality of service  Training  Data models  Wireless networks  Computational modeling  Mobile computing  Data-driven QoE assessment  continual deep learning  QoE  QoS mapping  wireless network  cascaded DNNs  
Deep Intra Prediction by Jointly Exploiting Local and Non-Local Similarities 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2023, 卷号: 33, 期号: 5, 页码: 2396-2409
作者:  Lei, Meng;  Zhang, Jiaqi;  Wang, Shiqi;  Wang, Shanshe;  Ma, Siwei
收藏  |  浏览/下载：7/0  |  提交时间：2023/12/04
Correlation  Predictive models  Deep learning  Video coding  Image reconstruction  Encoding  Convolutional neural networks  Intra prediction  attention mechanism  template matching  non-local operation  
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：13/0  |  提交时间：2023/07/12
Deep learning accelerator  deep neural network (DNN)  hardware runtime pruning  
A Framework for Neural Network Architecture and Compile Co-optimization 期刊论文
ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 2023, 卷号: 22, 期号: 1, 页码: 24
作者:  Chen, Weiwei;  Wang, Ying;  Xu, Ying;  Gao, Chengsi;  Liu, Cheng;  Zhang, Lei
收藏  |  浏览/下载：13/0  |  提交时间：2023/07/12
DNN-scheduling Co-design  hardware-aware neural architecture search  compiler optimization  
Optimus: An Operator Fusion Framework for Deep Neural Networks 期刊论文
ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 2023, 卷号: 22, 期号: 1, 页码: 26
作者:  Cai, Xuyi;  Wang, Ying;  Zhang, Lei
收藏  |  浏览/下载：15/0  |  提交时间：2023/07/12
Neural network  embedded processor  memory  layer fusion