Enabling Energy-Efficient Inference for Self-Attention Mechanisms in Neural Networks. - Qinyu Chen; Congyi Sun; Zhonghai Lu; Chang Gao 002 (AICAS, 2022)

Deep Spiking Neural Network with Ternary Spikes. - Congyi Sun; Qinyu Chen; Yuxiang Fu; Li Li 003 (BioCAS, 2022)

Unsupervised Learning Based on Temporal Coding Using STDP in Spiking Neural Networks. - Congyi Sun; Qinyu Chen; Kai Chen; Guoqiang He; Yuxiang Fu; Li Li 003 (ISCAS, 2022)

An Energy Efficient STDP-Based SNN Architecture With On-Chip Learning. - Congyi Sun; Haohan Sun; Jin Xu; Jianing Han; Xinyuan Wang 007; Xinyu Wang; Qinyu Chen; Yuxiang Fu; Li Li 003 (IEEE Trans. Circuits Syst. I Regul. Pap., 2022)

FrameFire: Enabling Efficient Spiking Neural Network Inference for Video Segmentation. - Qinyu Chen; Congyi Sun; Chang Gao 002; Xinyuan Fang; Haitao Luan (AICAS, 2023)

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)

Epilepsy Seizure Detection and Prediction using an Approximate Spiking Convolutional Transformer. - Qinyu Chen; Congyi Sun; Chang Gao 002; Shih-Chii Liu (ISCAS, 2024)

Optimizing Mixed-Precision DNN Scheduling on Heterogeneous SoCs for Enhanced Robustness and Efficiency. - Yulong Song; Qiang Tao; Jinlun Ji; Congyi Sun; Yuxiang Fu; Li Li 003 (AICAS, 2025)

An Energy Efficient Residual Spiking Neural Network Accelerator With Ternary Spikes. - Congyi Sun; Wenqing Song; Qinyu Chen; Chenyang Dai; Yuxiang Fu; Li Li 003 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2025)

FAS-NoC: A Real-Time Fused Approximation Scheme Coordinating Communication and Computation for NoC-Based NN Accelerators. - Siyue Li; Chuanzhu Liu; Wenjie Fan 004; Heng Zhang 025; Chenyang Dai; Congyi Sun; Xinyu Wang; Li Li 003; Yuxiang Fu (IEEE Trans. Circuits Syst. I Regul. Pap., 2025)