A Co-Designed Neuromorphic Chip With Compact (17.9K F2) and Weak Neuron Number-Dependent Neuron/Synapse Modules. - Shaogang Hu; Guanchao Qiao; X. K. Liu; Y. H. Liu; C. M. Zhang; Yue Zuo; Pujun Zhou; Yian Liu 001; Ning Ning 002; Qi Yu 002; Yang Liu 062 (IEEE Trans. Biomed. Circuits Syst., 2022)

FPGA-implemented Memristor-based Transient Chaotic Neural Network for AES Edge Encryption. - Hongzhe Wang; Kunsong Liu; Yi'an Liu 001; Junjie Wang 008; Mingyuan Sun; Kai Tang; Guohui Ren; Xindi Zhao; Yang Liu 062 (CECCT, 2023)

A&B BNN: Add&Bit-Operation-Only Hardware-Friendly Binary Neural Network. - Ruichen Ma; Guanchao Qiao; Yian Liu 001; Liwei Meng; Ning Ning 002; Yang Liu 062; Shaogang Hu (CVPR, 2024)

An Image Encryption Algorithm Based on HNN with Memristor. - Yian Liu 001; Hao Hu; Ya Gao; Shaogang Hu; Qi Yu 002; Tupei Chen; Yang Liu 062 (Int. J. Bifurc. Chaos, 2025)