Memristive Crossbar Arrays for Storage and Computing Applications. - Huihan Li 002; Shaocong Wang 001; Xumeng Zhang; Wei Wang 209; Rui Yang; Zhong Sun; Wanxiang Feng; Peng Lin; Zhongrui Wang; Linfeng Sun; Yugui Yao (Adv. Intell. Syst., 2021)

Echo state graph neural networks with analogue random resistor arrays. - Shaocong Wang 001; Yi Li 049; Dingchen Wang; Woyu Zhang; Xi Chen 119; Danian Dong; Songqi Wang; Xumeng Zhang; Peng Lin; Claudio Gallicchio; Xiaoxin Xu; Qi Liu 010; et al. (CoRR, 2021)

Few-shot graph learning with robust and energy-efficient memory-augmented graph neural network (MAGNN) based on homogeneous computing-in-memory. - Woyu Zhang; Shaocong Wang 001; Yi Li 049; Xiaoxin Xu; Danian Dong; Nanjia Jiang; Fei Wang; Zeyu Guo 002; Renrui Fang; Chunmeng Dou; Kai Ni; Zhongrui Wang; et al. (VLSI Technology and Circuits, 2022)

Mixed-Precision Continual Learning Based on Computational Resistance Random Access Memory. - Yi Li 049; Woyu Zhang; Xiaoxin Xu; Yifan He 003; Danian Dong; Nanjia Jiang; Fei Wang; Zeyu Guo 002; Shaocong Wang 001; Chunmeng Dou; Yongpan Liu; Zhongrui Wang; et al. (Adv. Intell. Syst., 2022)

Convolutional Echo-State Network with Random Memristors for Spatiotemporal Signal Classification. - Shaocong Wang 001; Hegan Chen; Woyu Zhang; Yi Li 049; Dingchen Wang; Shuhui Shi; Yaping Zhao; Kam Chi Loong; Xi Chen 119; Yujiao Dong; Yi Zhang; Yang Jiang; et al. (Adv. Intell. Syst., 2022)

Resistive memory-based zero-shot liquid state machine for multimodal event data learning. - Ning Lin; Shaocong Wang 001; Yi Li 049; Bo Wang 153; Shuhui Shi; Yangu He; Woyu Zhang; Yifei Yu; Yue Zhang 011; Xiaojuan Qi 001; Xiaoming Chen 003; Hao Jiang 024; et al. (CoRR, 2023)

Pruning random resistive memory for optimizing analogue AI. - Yi Li 049; Songqi Wang; Yaping Zhao; Shaocong Wang 001; Woyu Zhang; Yangu He; Ning Lin; Binbin Cui; Xi Chen 119; Shiming Zhang; Hao Jiang 024; Peng Lin; et al. (CoRR, 2023)

Random resistive memory-based deep extreme point learning machine for unified visual processing. - Shaocong Wang 001; Yizhao Gao 002; Yi Li 049; Woyu Zhang; Yifei Yu; Bo Wang 153; Ning Lin; Hegan Chen; Yue Zhang 011; Yang Jiang; Dingchen Wang; Jia Chen 032; et al. (CoRR, 2023)

Echo state graph neural networks with analogue random resistive memory arrays. - Shaocong Wang 001; Yi Li 049; Dingchen Wang; Woyu Zhang; Xi Chen 119; Danian Dong; Songqi Wang; Xumeng Zhang; Peng Lin; Claudio Gallicchio; Xiaoxin Xu; Qi Liu 010; et al. (Nat. Mac. Intell., 2023)

Older and Wiser: The Marriage of Device Aging and Intellectual Property Protection of DNNs. - Ning Lin; Shaocong Wang 001; Yue Zhang 011; Yangu He; Kwunhang Wong; Arindam Basu; Dashan Shang; Xiaoming Chen 003; Zhongrui Wang (DAC, 2024)

LSMR: Synergy Randomness in Liquid State Machine and RRAM-based Analog-digital Accelerator. - Ning Lin; Songqi Wang; Xinyuan Zhang 008; Shaocong Wang 001; Yangu He; Woyu Zhang; Bo Wang 153; Jiankun Li; Mingzi Li; Binbin Cui; Yi Li 049; Jia Chen 032; et al. (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 001; Yifei Yu; Xi Chen 119; 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 001; Woyu Zhang; Xinyuan Zhang 008; Xiuzhe Wu; Yangu He; Jichang Yang; Yue Zhang 011; Ning Lin; Bo Wang 153; Xi Chen 119; 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 001; Dingchen Wang; Xinyu Tian; Yifei Yu; Xi Chen 119; Yinan Lin; Yangu He; Xiaoshan Wu; et al. (CoRR, 2024)

Older and Wiser: The Marriage of Device Aging and Intellectual Property Protection of Deep Neural Networks. - Ning Lin; Shaocong Wang 001; Yue Zhang 011; Yangu He; Kwunhang Wong; Arindam Basu; Dashan Shang; Xiaoming Chen 003; Zhongrui Wang (CoRR, 2024)

Dynamic neural network with memristive CIM and CAM for 2D and 3D vision. - Yue Zhang 011; Woyu Zhang; Shaocong Wang 001; Ning Lin; Yifei Yu; Yangu He; Bo Wang 153; Hao Jiang 024; Peng Lin; Xiaoxin Xu; Xiaojuan Qi 001; Zhongrui Wang; et al. (CoRR, 2024)

Topology Optimization of Random Memristors for Input-Aware Dynamic SNN. - Bo Wang 153; Shaocong Wang 001; 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)

Fully Binarized Graph Convolutional Network Accelerator Based on In-Memory Computing with Resistive Random-Access Memory. - Woyu Zhang; Zhi Li 070; Xinyuan Zhang 008; Fei Wang; Shaocong Wang 001; Ning Lin; Yi Li 049; Jun Wang; Jinshan Yue; Chunmeng Dou; Xiaoxin Xu; Zhongrui Wang; et al. (Adv. Intell. Syst., 2024)

Resistive memory-based zero-shot liquid state machine for multimodal event data learning. - Ning Lin; Shaocong Wang 001; 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)

Efficient modeling of ionic and electronic interactions by a resistive memory-based reservoir graph neural network. - Meng Xu; Shaocong Wang 001; Yangu He; Yi Li 049; Woyu Zhang; Ming Yang; Xiaojuan Qi 001; Zhongrui Wang; Ming Xu; Dashan Shang; Qi Liu 010; Xiangshui Miao; et al. (Nat. Comput. Sci., 2025)