Automatic Generation and Optimization Framework of NoC-Based Neural Network Accelerator Through Reinforcement Learning
Xue, Yongqi, Ji, Jinlun, Yu, Xinming, Zhou, Shize, Li, Siyue, Li, Xinyi, Cheng, Tong, Li, Shiping, Chen, Kai, Lu, Zhonghai, Li, Li, Fu, Yuxiang
Published in IEEE transactions on computers (09.08.2024)
Published in IEEE transactions on computers (09.08.2024)
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Journal Article
HAS-RL: A Hierarchical Approximate Scheme Optimized With Reinforcement Learning for NoC-Based NN Accelerators
Li, Siyue, Zhou, Shize, Xue, Yongqi, Fan, Wenjie, Cheng, Tong, Ji, Jinlun, Dai, Chenyang, Song, Wenqing, Chen, Qinyu, Gao, Chang, Li, Li, Fu, Yuxiang
Published in IEEE transactions on circuits and systems. I, Regular papers (01.04.2024)
Published in IEEE transactions on circuits and systems. I, Regular papers (01.04.2024)
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Journal Article
AOME: Autonomous Optimal Mapping Exploration Using Reinforcement Learning for NoC-based Accelerators Running Neural Networks
Xue, Yongqi, Ji, Jinlun, Li, Xinyi, Li, Siyue, Zhou, Shize, Cheng, Tong, Li, Li, Fu, Yuxiang
Published in 2022 IEEE 40th International Conference on Computer Design (ICCD) (01.10.2022)
Published in 2022 IEEE 40th International Conference on Computer Design (ICCD) (01.10.2022)
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Conference Proceeding
Understanding the AI-powered Binary Code Similarity Detection
Fu, Lirong, Liu, Peiyu, Meng, Wenlong, Lu, Kangjie, Zhou, Shize, Zhang, Xuhong, Chen, Wenzhi, Ji, Shouling
Year of Publication 09.10.2024
Year of Publication 09.10.2024
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Journal Article
Work in Progress: ACAC: An Adaptive Congestion-aware Approximate Communication Mechanism for Network-on-Chip Systems
Zhou, Shize, Xue, Yongqi, Li, Siyue, Ji, Jinlun, Cheng, Tong, Li, Li, Fu, Yuxiang
Published in 2022 International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES) (01.10.2022)
Published in 2022 International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES) (01.10.2022)
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Conference Proceeding
Understanding the AI-powered Binary Code Similarity Detection
Fu, Lirong, Liu, Peiyu, Meng, Wenlong, Lu, Kangjie, Zhou, Shize, Zhang, Xuhong, Chen, Wenzhi, Ji, Shouling
Published in arXiv.org (10.10.2024)
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Published in arXiv.org (10.10.2024)
Paper
Neural network platform-oriented single-cycle router
FU YUXIANG, ZHOU SHIZE, LI WEI, LI LI, FAN WENJIE, ZHU LINGXIAO, HE SHUZHUAN
Year of Publication 30.12.2022
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Year of Publication 30.12.2022
Patent
Ethernet frame aggregation method in wireless ad hoc network
SI WEI, ZHAO YUCHAO, FENG JIRAN, HAN YANGZI, ZHOU SHIZE, ZHAI PINGHENG, ZHANG JINBO, JIANG XIAOFEI, ZHAO YANG
Year of Publication 30.04.2021
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Year of Publication 30.04.2021
Patent
Network-on-chip autonomous optimal mapping exploration system and method based on reinforcement learning
CHENG TONG, FU YUXIANG, LI XINYI, LI SIYUE, ZHOU SHIZE, LI WEI, XUE YONGQI, LI LI, JI JINLUN, HE SHUZHUAN
Year of Publication 13.12.2022
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Year of Publication 13.12.2022
Patent
Network-on-chip approximate control system based on offline reinforcement learning
CHENG TONG, FU YUXIANG, LI SIYUE, ZHOU SHIZE, LI WEI, LI LI, XUE YONGQI, JI JINLUN, HE SHUZHUAN
Year of Publication 01.11.2022
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Year of Publication 01.11.2022
Patent
A NoC-Based Spatial DNN Inference Accelerator with Memory-Friendly Dataflow
Zhu, Lingxiao, Fan, Wenjie, Dai, Chenyang, Zhou, Shize, Xue, Yongqi, Lu, Zhonghai, Li, Li, Fu, Yuxiang
Published in IEEE design and test (01.12.2023)
Published in IEEE design and test (01.12.2023)
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Magazine Article