A Unifying Tensor View for Lightweight CNNs. - Jason Chun Lok Li; Rui Lin; Jiajun Zhou 004; Edmund Yin Mun Lam; Ngai Wong 001 (ASICON, 2023)

A Time- and Energy-Efficient CNN with Dense Connections on Memristor-Based Chips. - Wenyong Zhou; Yuan Ren; Jiajun Zhou 004; Tianshu Hou; Ngai Wong 001 (ASICON, 2023)

PECAN: A Product-Quantized Content Addressable Memory Network. - Jie Ran; Rui Lin; Jason Chun Lok Li; Jiajun Zhou 004; Ngai Wong 001 (DATE, 2023)

MSD: Mixing Signed Digit Representations for Hardware-efficient DNN Acceleration on FPGA with Heterogeneous Resources. - Jiajun Wu 006; Jiajun Zhou 004; Yizhao Gao 002; Yuhao Ding; Ngai Wong 001; Hayden Kwok-Hay So (FCCM, 2023)

Hundred-Kilobyte Lookup Tables for Efficient Single-Image Super-Resolution. - Binxiao Huang; Jason Chun Lok Li; Jie Ran; Boyu Li; Jiajun Zhou 004; Dahai Yu; Ngai Wong 001 (IJCAI, 2024)

LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models. - Yifan Yang; Jiajun Zhou 004; Ngai Wong 001; Zheng Zhang 005 (NAACL-HLT, 2024)

A Reconfigurable Processing Element for Multiple-Precision Floating/Fixed-Point HPC. - Boyu Li; Kai Li 024; Jiajun Zhou 004; Yuan Ren; Wei Mao 002; Hao Yu 001; Ngai Wong 001 (IEEE Trans. Circuits Syst. II Express Briefs, 2024)

DyBit: Dynamic Bit-Precision Numbers for Efficient Quantized Neural Network Inference. - Jiajun Zhou 004; Jiajun Wu 006; Yizhao Gao 002; Yuhao Ding; Chaofan Tao; Boyu Li; Fengbin Tu; Kwang-Ting Cheng; Hayden Kwok-Hay So; Ngai Wong 001 (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2024)

NoiseZO: RRAM Noise-Driven Zeroth-Order Optimization for Efficient Forward-Only Training. - Shuqi Wang; Zhengwu Liu; Chenchen Ding; Chen Zhang; Taiqiang Wu; Jiajun Zhou 004; Ngai Wong 001 (DAC, 2025)

Lite It Fly: An All-Deformable-Butterfly Network. - Rui Lin; Jason Chun Lok Li; Jiajun Zhou 004; Binxiao Huang; Jie Ran; Ngai Wong 001 (IEEE Trans. Neural Networks Learn. Syst., 2025)

QuZO: Quantized Zeroth-Order Fine-Tuning for Large Language Models. - Jiajun Zhou 004; Yifan Yang; Kai Zhen; Ziyue Liu 003; Yequan Zhao; Ershad Banijamali; Athanasios Mouchtaris; Ngai Wong 001; Zheng Zhang 005 (CoRR, 2025)