Echo state graph neural networks with analogue random resistor arrays. - Shaocong Wang; Yi Li 049; Dingchen Wang; Woyu Zhang; Xi Chen; Danian Dong; Songqi Wang; Xumeng Zhang; Peng Lin; Claudio Gallicchio; Xiaoxin Xu; Qi Liu 010; et al. (CoRR, 2021)

Pruning random resistive memory for optimizing analogue AI. - Yi Li 049; Songqi Wang; Yaping Zhao; Shaocong Wang; Woyu Zhang; Yangu He; Ning Lin; Binbin Cui; Xi Chen; Shiming Zhang; Hao Jiang 024; Peng Lin; et al. (CoRR, 2023)

Echo state graph neural networks with analogue random resistive memory arrays. - Shaocong Wang; Yi Li 049; Dingchen Wang; Woyu Zhang; Xi Chen; Danian Dong; Songqi Wang; Xumeng Zhang; Peng Lin; Claudio Gallicchio; Xiaoxin Xu; Qi Liu 010; et al. (Nat. Mac. Intell., 2023)

LSMR: Synergy Randomness in Liquid State Machine and RRAM-based Analog-digital Accelerator. - Ning Lin; Songqi Wang; Xinyuan Zhang 008; Shaocong Wang; Yangu He; Woyu Zhang; Bo Wang 153; Jiankun Li; Mingzi Li; Binbin Cui; Yi Li 049; Jia Chen 032; et al. (ICCAD, 2024)

SNNGX: Securing Spiking Neural Networks with Genetic XOR Encryption on RRAM-based Neuromorphic Accelerator. - Kwunhang Wong; Songqi Wang; Wei Huang 042; Xinyuan Zhang 008; Yangu He; Karl Ming Him Lai; Yuzhong Jiao; Ning Lin; Xiaojuan Qi 001; Xiaoming Chen 003; Zhongrui Wang (ICCAD, 2024)

Resistive Memory-based Neural Differential Equation Solver for Score-based Diffusion Model. - Jichang Yang; Hegan Chen; Jia Chen 032; Songqi Wang; Shaocong Wang; Yifei Yu; Xi Chen; Bo Wang 153; Xinyuan Zhang 008; Binbin Cui; Yi Li 049; Ning Lin; et al. (CoRR, 2024)

Efficient and accurate neural field reconstruction using resistive memory. - Yifei Yu; Shaocong Wang; Woyu Zhang; Xinyuan Zhang 008; Xiuzhe Wu; Yangu He; Jichang Yang; Yue Zhang 011; Ning Lin; Bo Wang 153; Xi Chen; Songqi Wang; et al. (CoRR, 2024)

Continuous-Time Digital Twin with Analogue Memristive Neural Ordinary Differential Equation Solver. - Hegan Chen; Jichang Yang; Jia Chen 032; Songqi Wang; Shaocong Wang; Dingchen Wang; Xinyu Tian; Yifei Yu; Xi Chen; Yinan Lin; Yangu He; Xiaoshan Wu; et al. (CoRR, 2024)

Topology Optimization of Random Memristors for Input-Aware Dynamic SNN. - Bo Wang 153; Shaocong Wang; Ning Lin; Yi Li 049; Yifei Yu; Yue Zhang 011; Jichang Yang; Xiaojun Wu 001; Yangu He; Songqi Wang; Rui Chen; Guoqi Li; et al. (CoRR, 2024)

Efficient Edge Vision Transformer Accelerator with Decoupled Chunk Attention and Hybrid Computing-In-Memory. - Yi Li 049; Zijian Ye; Xiangqu Fu; Songqi Wang; Shucheng Du; Ning Lin; Dashan Shang; Jinshan Yue; Zhongrui Wang; Xiaojuan Qi 001; Feng Zhang 014; Han Wang (DAC, 2025)

Re4PUF: A Reliable, Reconfigurable ReRAM-based PUF Resilient to DNN and Side Channel Attacks. - Ning Lin; Yi Li; Yangu He; Songqi Wang; Hegan Chen; Kwunhang Wong; Chuxin Li; Jichang Yang; Yifei Yu; Meng Xu; Yongkang Han; Rui Chen; et al. (DAC, 2025)

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 008; Kwunhang Wong; Songqi Wang; et al. (Nat. Comput. Sci., 2025)

Reconfigurable Digital RRAM Logic Enables In-Situ Pruning and Learning for Edge AI. - Songqi Wang; Yue Zhang 011; Jia Chen 032; Xinyuan Zhang 008; Yi Li 049; Ning Lin; Yangu He; Jichang Yang; Yingjie Yu; Yi Li 049; Zhongrui Wang; Xiaojuan Qi 001; et al. (CoRR, 2025)