A Fully Digital Implementation of A Reward-Modulated STDP Synapse. - Chengyi Yang; Kainang Wang 001; Aili Wang 002 (RICAI, 2023)

Enhancing Learning of Spiking Neural Networks Through Normalization with Time-Based Statistics Estimation. - Lei Liu; Chengting Yu; Kainan Wang 001; Aili Wang 002 (ECAI, 2025)

STI-SNN: A 0.14 GOPS/W/PE Single-Timestep Inference FPGA-based SNN Accelerator with Algorithm and Hardware Co-Design. - Kainan Wang 001; Chengyi Yang; Chengting Yu; Yee Sin Ang; Bo Wang 020; Aili Wang 002 (CoRR, 2025)

STISA: A 0.16-GOPS/W/PE Single-Shot Inference FPGA-Based SNN Accelerator With Algorithm and Hardware Co-Design. - Kainan Wang 001; Chengyi Yang; Lei Liu; Chengting Yu; Yee Sin Ang; Bo Wang 020; Aili Wang 002 (IEEE Trans. Circuits Syst. I Regul. Pap., 2026)