Older and Wiser: The Marriage of Device Aging and Intellectual Property Protection of DNNs. - Ning Lin; Shaocong Wang; Yue Zhang 011; Yangu He; Kwunhang Wong; Arindam Basu; Dashan Shang; Xiaoming Chen 003; Zhongrui Wang (DAC, 2024)

SNNGX: Securing Spiking Neural Networks with Genetic XOR Encryption on RRAM-based Neuromorphic Accelerator. - Kwunhang Wong; Songqi Wang; Wei Huang 042; Xinyuan Zhang; Yangu He; Karl Ming Him Lai; Yuzhong Jiao; Ning Lin; Xiaojuan Qi 001; Xiaoming Chen 003; Zhongrui Wang (ICCAD, 2024)

Older and Wiser: The Marriage of Device Aging and Intellectual Property Protection of Deep Neural Networks. - Ning Lin; Shaocong Wang; Yue Zhang 011; Yangu He; Kwunhang Wong; Arindam Basu; Dashan Shang; Xiaoming Chen 003; Zhongrui Wang (CoRR, 2024)

Resistive memory-based zero-shot liquid state machine for multimodal event data learning. - Ning Lin; Shaocong Wang; Yi Li 049; Bo Wang 153; Shuhui Shi; Yangu He; Woyu Zhang; Yifei Yu; Yue Zhang 011; Xinyuan Zhang; Kwunhang Wong; Songqi Wang; et al. (Nat. Comput. Sci., 2025)

When Pipelined In-Memory Accelerators Meet Spiking Direct Feedback Alignment: A Co-Design for Neuromorphic Edge Computing. - Haoxiong Ren; Yangu He; Kwunhang Wong; Rui Bao; Ning Lin; Zhongrui Wang; Dashan Shang (CoRR, 2025)