论文成果

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2026

1. 
   2026 IEEE International Electron Devices Meeting (IEDM) · 2026 · 已接收

   All-PWM RRAM compute-in-memory with in-loop state memory for energy-efficient closed-loop state evolution

   Jichang Yang†, Xinyuan Zhang†, Songqi Wang†, Hegan Chen, Zimo Li, Shuang Liang, Hang-Ming Zhang, Ning Lin, Yi Li, Zhongrui Wang*, Han Wang*
2. 
   2026 IEEE International Electron Devices Meeting (IEDM) · 2026 · 已接收

   Comprehensive reliability enhancement for high-precision RRAM compute-in-memory via fault-aware hadamard transform and low-rank compensation

   Jichang Yang†, Xinyuan Zhang†, Jia Chen†, Meng Xu, Hegan Chen, Yan Zeng, Jizhong Jiang, Songqi Wang, Yi Li, Zhongrui Wang*, Yi Li*, Han Wang*
3. 
   Nature Communications · 2026

   Resistive memory-based neural differential equation solver for score-based diffusion model

   Jichang Yang†, Hegan Chen†, Jia Chen†*, Songqi Wang, Qifan Zhu, Xinyuan Zhang, Yan Zeng, Shaocong Wang, Mingrui Yang, Yifei Yu, Xi Chen, Bo Wang, Binbin Cui, Yi Li, Ning Lin, Meng Xu, Yi Li, Xiaoxin Xu, Xiaojuan Qi, Xumeng Zhang*, Dashan Shang*, Zhongrui Wang*, Han Wang, Qi Liu, Kwang-Ting Cheng & Ming Liu

   论文链接 ↗
4. 
   Advanced Materials · 2026

   Adaptive Redox Resistive Memory Programming for Efficient and Robust Class-Incremental Learning

   Yi Li†, Jichang Yang†, Qunsheng Hou†, Songqi Wang, Sishuo Liu, Hangming Zhang, Zijian Ye, Jizhong Jiang, Ning Lin, Xiaoxin Xu, Dashan Shang, Xiaojuan Qi, Zhongrui Wang*, Han Wang

   论文链接 ↗
5. 2026 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) · 2026

   RRAM-DP: Device-Calibrated Differential Privacy for In-Memory Edge Learning

   Kwunhang Wong†, Jichang Yang†, Karl M.H. Lai, Hegan Chen, Songqi Wang, Wei Xuan, Ning Lin*, Han Wang, Xiaojuan Qi*, Zhongrui Wang*
6. 2026 63rd ACM/IEEE Design Automation Conference (DAC) · 2026

   A Fully Analog Continuous-Time CIM Neural ODE Solver for Flow-Matching-Based Fluid Dynamics Generation

   Songqi Wang†, Meng Xu†*, Jichang Yang†, Zhexu Chen, Hegan Chen, Sishuo Liu, Xinyuan Zhang, Kwun Hang Wong, Ning Lin, Yi Li, Zhongrui Wang*, Han Wang*
7. 2026 44th IEEE International Conference on Computer Design (ICCD) · 2026 · 已接收

   NeuronUnlearn: Machine Unlearning for RRAM-Based Computing-in-Memory Accelerators

   Yangu He†, Xinyuan Zhang†, Jichang Yang†, Yue Zhang, Kwunhang Wong, Bo Wang, Ning Lin*, Xiaojuan Qi*, Zhongrui Wang*, Han Wang*
8. Nature · 2026

   Efficient and accurate neural-field reconstruction using resistive memory

   Yifei Yu, Xinyuan Zhang, Shaocong Wang, Woyu Zhang, Xiuzhe Wu, Yangu He, Jichang Yang, Yue Zhang, Ning Lin, Bo Wang, Xi Chen, Songqi Wang, Xiaoshan Wu, Shihao Han, Yi Li, Meng Xu, Hegan Chen, Wenkui Zhang, Jingyi Chen, Xumeng Zhang, Xiaojuan Qi*, Dashan Shang*, Qi Liu*, Zhongrui Wang*, Kwang-Ting Cheng, Ming Liu

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2025

1. 
   Science Advances · 2025

   Continuous-time digital twin with analog memristive neural ordinary differential equation solver

   Hegan Chen†, Jichang Yang†, Jia Chen†*, Songqi Wang, Shaocong Wang, Dingchen Wang, Xinyu Tian, Yifei Yu, Xi Chen, Yinan Lin, Qifan Zhu, Yangu He, Xiaoshan Wu, Yi Li, Xinyuan Zhang, Ning Lin, Meng Xu, Yi Li, Xumeng Zhang, Xiaojuan Qi, Zhongrui Wang*, Han Wang*, Dashan Shang*, Qi Liu, Kwang-Ting Cheng, Ming Liu

   论文链接 ↗
2. 2025 62nd ACM/IEEE Design Automation Conference (DAC) · 2025

   Guarder: A Stable and Lightweight Reconfigurable RRAM-based PIM Accelerator for DNN IP Protection

   Ning Lin†, Yi Li†, Jiankun Li†, Jichang Yang†, Yangu He, Yukui Luo, Dashan Shang, Xiaoming Chen*, Xiaojuan Qi*, Zhongrui Wang*

   论文链接 ↗
3. Science Advances · 2025

   Topology optimization of random memristors for input-aware dynamic SNN

   Bo Wang, Xinyuan Zhang, Shaocong Wang, Ning Lin, Yi Li, Yifei Yu, Yue Zhang, Jichang Yang, Xiaoshan Wu, Yangu He, Songqi Wang, Tao Wan, Rui Chen, Guoqi Li, Yue Deng, Xiaojuan Qi*, Zhongrui Wang*, Dashan Shang*

   论文链接 ↗
4. Cyborg and Bionic Systems · 2025

   Tunable Neuromorphic Computing for Dynamic Multi-Timescale Sensing in Motion Recognition

   Ruitong Bie†, Xi Chen†, Zhe Yang†, Dong An, Yifei Yu, Qianyu Zhang, Ce Li, Zirui Zhang, Dingchen Wang, Jichang Yang, Songqi Wang, Binbin Cui, Dongliang Yang, Lin Hu*, Zhongrui Wang*, Linfeng Sun*

   论文链接 ↗

2024

1. 
   2024 IEEE International Electron Devices Meeting (IEDM) · 2024

   Conditional Diffusion Model Acceleration with First-Demonstrated RRAM-Based In-Memory Neural Differential Equation Solver

   Jichang Yang†, Hegan Chen†, Jia Chen, Songqi Wang, Shaocong Wang, Yifei Yu, Bo Wang, Ning Lin, Xinyuan Zhang, Rui Chen, Zhongrui Wang*, Dashan Shang*, Han Wang*, Qi Liu, Ming Liu

   论文链接 ↗
2. npj Unconventional Computing · 2024

   Random memristor-based dynamic graph CNN for efficient point cloud learning at the edge

   Yifei Yu, Shaocong Wang, Meng Xu, Woyu Zhang, Bo Wang, Jichang Yang, Songqi Wang, Yue Zhang, Xiaoshan Wu, Hegan Chen, Dingchen Wang, Xi Chen, Ning Lin, Xiaojuan Qi, Dashan Shang*, Zhongrui Wang*

   论文链接 ↗

2022

1. IEEE Transactions on Power Electronics · 2022

   Open-Circuit Fault-Tolerant Control and Topology Switching Strategy of Active Magnetic Bearing Power Electronics Controller

   Jianfu Ding, Hongbo Sun, Dong Jiang*, Jichang Yang, Zicheng Liu

   论文链接 ↗
2. IEEE Transactions on Magnetics · 2022

   Design, Manufacture, and Test of a Rotary Transformer for Contactless Power Transfer System

   Yuanzhi Zhang, Jichang Yang, Dong Jiang*, Dawei Li, Ronghai Qu

   论文链接 ↗

2021

1. IEEE Transactions on Industrial Electronics · 2021

   A series-winding topology converter with capability of fault-tolerant operation for active magnetic bearing drive

   Jichang Yang, Dong Jiang*, Hongbo Sun, Jianfu Ding, An Li, Zicheng Liu

   论文链接 ↗

2020

1. IEEE Transactions on Industrial Electronics · 2020

   Series-Winding Topology Converter for Active Magnetic Bearing Drive

   Jichang Yang, Dong Jiang*, Hongbo Sun, An Li, Zicheng Liu

   论文链接 ↗