Work in Progress: ACAC: An Adaptive Congestion-aware Approximate Communication Mechanism for Network-on-Chip Systems. - Shize Zhou; Yongqi Xue; Siyue Li; Jinlun Ji; Tong Cheng; Li Li 003; Yuxiang Fu (CASES, 2022)

AOME: Autonomous Optimal Mapping Exploration Using Reinforcement Learning for NoC-based Accelerators Running Neural Networks. - Yongqi Xue; Jinlun Ji; Xinyi Li; Siyue Li; Shize Zhou; Tong Cheng; Li Li 003; Yuxiang Fu (ICCD, 2022)

Four-class EEG Classification for Seizure Prediction and Detection Using a Lightweight CNN-LSTM. - Heng Zhang 025; Dan Wang; Jinlun Ji; Xiaohan Xue; Congyi Sun; Xinyu Wang; Qinyu Chen; Yuxiang Fu; Li Li 003 (BioCAS, 2024)

TTNNM: Thermal- and Traffic-Aware Neural Network Mapping on 3D-NoC-based Accelerator. - Xinyi Li; Wenjie Fan 004; Heng Zhang 025; Jinlun Ji; Tong Cheng; Shiping Li; Li Li 003; Yuxiang Fu (ACM Great Lakes Symposium on VLSI, 2024)

HAS-RL: A Hierarchical Approximate Scheme Optimized With Reinforcement Learning for NoC-Based NN Accelerators. - Siyue Li; Shize Zhou; Yongqi Xue; Wenjie Fan 004; Tong Cheng; Jinlun Ji; Chenyang Dai; Wenqing Song; Qinyu Chen; Chang Gao 002; Li Li 003; Yuxiang Fu (IEEE Trans. Circuits Syst. I Regul. Pap., 2024)

Automatic Generation and Optimization Framework of NoC-Based Neural Network Accelerator Through Reinforcement Learning. - Yongqi Xue; Jinlun Ji; Xinming Yu; Shize Zhou; Siyue Li; Xinyi Li; Tong Cheng; Shiping Li; Kai Chen; Zhonghai Lu; Li Li 003; Yuxiang Fu (IEEE Trans. Computers, 2024)

FPGA-Par: An Efficient Algorithm for Elegant Partitioning in Multi-FPGA Systems. - Hengyue Gao; Chenyang Dai; Jinlun Ji; Bin Yan; Qiyue Zhao; Jiangtao Yuan; Feng Li; Li Li; Yuxiang Fu (ISCAS, 2025)

NAME: NoC-based Accelerators Mapping Exploration for High Performance DNN Inference. - Jinlun Ji; Hengyue Gao; Heng Zhang 025; Yuqi Lu; Kai He; Yulong Song; Wenjie Fan 004; Li Li 003; Yuxiang Fu (ISCAS, 2025)