王中锐 · Zhongrui Wang

王中锐

Zhongrui Wang

Associate Professor · PI

Southern University of Science and Technology(南方科技大学)

Shenzhen, China中国深圳

Research Interests

  • Hardware for AI agents
  • Embodied AI
  • Neuromorphic / in-memory computing
  • Memristive devices for AI

About

The SUSTech Intelligent Agents Lab, led by Prof. Zhongrui Wang at the School of Microelectronics (SME), Southern University of Science and Technology (SUSTech), focuses on hardware-enabled AI agents and embodied AI.

🤖 We explore the co-design of AI algorithms, computing hardware, and intelligent systems.

🔬 Our research spans emerging memories, in-memory and analog computing, efficient AI models, diffusion-based decision making, and embodied autonomy.

🎓 Please visit Openings for positions and admissions, and browse Publications for our full publication list.

News

2026-05-01

🎉 We are pleased to announce the launch of the SUSTech Intelligent Agents Lab website.

Research Highlights

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Journal2025

Resistive memory-based zero-shot liquid state machine for multimodal event data learning

Ning Lin †, Shaocong Wang †, Yi Li †, Bo Wang, Shuhui Shi, Yangu He, Woyu Zhang, Yifei Yu, Yue Zhang, Xinyuan Zhang, Kwunhang Wong, Songqi Wang, Xiaoming Chen, Hao Jiang, Xumeng Zhang, Peng Lin, Xiaoxin Xu, Xiaojuan Qi, Zhongrui Wang*, Dashan Shang*, Qi Liu, Ming Liu

Nature Computational Science, 5 , 37 (2025).

Journal2025

Random resistive memory-based deep extreme point learning machine for unified visual processing

Shaocong Wang †, Yizhao Gao †, Yi Li †, Woyu Zhang, Yifei Yu, Bo Wang, Ning Lin, Hegan Chen, Yue Zhang, Yang Jiang, Dingchen Wang, Jia Chen, Peng Dai, Hao Jiang, Peng Lin, Xumeng Zhang, Xiaojuan Qi, Xiaoxin Xu, Hayden So, Zhongrui Wang*, Dashan Shang*, Qi Liu, Kwang-Ting Cheng, Ming Liu

Nature Communications, 16 , 960 (2025).

Conference2024

Efficient Edge Vision Transformer Accelerator with Decoupled Chunk Attention and Hybrid Computing-In-Memory

Yi Li †, Zijian Ye †, Xiangqu Fu †, Songqi Wang, Shucheng Du, Ning Lin, Dashan Shang, Jinshan Yue*, Zhongrui Wang*, Xiaojuan Qi*, Feng Zhang*, Han Wang

62nd Design Automation Conference (DAC), Jun 2024, San Francisco, USA.

Conference2024

Re 4 PUF: 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, Xiaoming Chen, Xiaoxin Xu, Jianguo Yang, Dashan Shang* and Zhongrui Wang* .

62nd Design Automation Conference (DAC), Jun 2024, San Francisco, USA.

Conference2024

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* and Zhongrui Wang* .

62nd Design Automation Conference (DAC), Jun 2024, San Francisco, USA.

Conference2024

DANN: Diffractive Acoustic Neural Network for in-sensor computing system target at multi-biomarker diagnosis

Lewei He, Ning Lin, Binbin Cui, Xinran Zhang, Shiming Zhang* and Zhongrui Wang* .

62nd Design Automation Conference (DAC), Jun 2024, San Francisco, USA.

Conference2024

SeDA: Secure and Efficient DNN Accelerators with Hardware/Software Synergy

Wei Xuan, Zhongrui Wang*, Lang Feng*, Ning Lin, Zihao Xuan, Rongliang Fu, Tsung-Yi Ho, Yuzhong Jiao and Luhong Liang.

62nd Design Automation Conference (DAC), Jun 2024, San Francisco, USA.

Conference2024

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

70th Annual IEEE International Electron Devices Meeting (IEDM), Dec 2024, San Francisco, USA.

Conference2024

RNC: Efficient RRAM-aware NAS and Compilation for DNNs on Resource-Constrained Edge Devices

Kam Chi Loong, Shihao Han, Sishuo Liu, Ning Lin*, Zhongrui Wang*

The 42nd IEEE International Conference on Computer Design (ICCD 2024), Nov 2024, Milan, Italy.

Conference2024

SNNGX: Securing Spiking Neural Networks with Genetic XOR Encryption on RRAM-based Neuromorphic Accelerator

Kwunhang Wong, Songqi Wang, Wei Huang, Xinyuan Zhang, Yangu He, Karl M.H. Lai, Yuzhong Jiao, Ning Lin*, Xiaojuan Qi, Xiaoming Chen*, Zhongrui Wang*

43rd IEEE/ACM International Conference on Computer-Aided Design (ICCAD), Oct 2024, New York, USA.