张亦舒(Yishu Zhang) - 浙江大学集成电路学院

Publications

Selected Publications (#Equal Contribution, *Corresponding Author)

2026 Publications

[46] Self-Rectifying Memristors for Beyond-CMOS Computing: Mechanisms, Materials, and Integration Prospects

Guobin Zhang, Xuemeng Fan, Zijian Wang, Pengtao Li, Zhejia Zhang, Bin Yu, Dawei Gao, Desmond Loke, Shuai Zhong*, Qing Wan*, Yishu Zhang*

Nano-Micro Letters, 2026

Accepted

2025 Publications

[45] Biomimetic-Voltage Nitride-Enhanced Memristor Arrays for Femtojoule In-Memory Biosignal Processing

Yishu Zhang*, Zijian Wang, Zhejia Zhang, Guobin Zhang, Xuemeng Fan, Pengtao Li, Baichen Zhu, Yi Tong, Panpan Zhang, Dawei Gao, Bin Yu, Jiuren Zhou, Qing Wan

Nature Portfolio, 2025

under review

[44] PrivLSTM: A privacy-preserving LSTM inference framework by fusing encryption and network structure for multi-sourced Data

Zhenyong Zhang*, Kuan Shao*, Ruilong Deng*, Xin Wang*, Yishu Zhang*, Mufeng Wang*

Nature Communications, 2025

under review

[43] Artificial Plateau Neurons with In-situ Spike-Malleability for Rhythmic Quadrupedal Locomotion

Wang, H.; Zhang, Y.*; Chai, Q.; He, Q.; Hu, J.; Bai, Y.; Liu, G.; Li, Z.; Chai, J.; He, X.; Fu, Y.; Zhao, M.; Xue, G.; Liu, K.; Tang, H.*; Xu, Y.*; Yu, B.*

Nature Communications, 2025

under review

[42] Biomimetic-Voltage Nitride-Enhanced Memristor Arrays for Femtojoule In-Memory Biosignal Processing

Zijian Wang, Zhejia Zhang, Guobin Zhang, Xuemeng Fan, Pengtao Li, Baichen Zhu, Yi Tong, Dawei Gao, Jiuren Zhou, Qing Wan, Yishu Zhang*, Panpan Zhang*, Bin Yu*

Nature Communications, 2025

under review

[41] Monolithic Security Primitive Integration in Self-Rectifying Memristors for Extreme-Temperature Internet-of-Things

Zhang, G.#; Wang, Z.#; Fan, X.; Li, P.; Luo, Q.; Zhong, S.; Zhang, Y.; Ren, K.; Tang, B.; Yu, B.; Gao, D.; Wan, Q.*; Miao, X.S.*; Zhang, Y.*

The Innovation, 2025

submitted

[40] Bio-inspired wide-field visual neuron implemented with ultra-low information loss population coding

Xi Wang#, Qian He#, Hanxi Li, Xinwei Zhang, Hailiang Wang, Zuqi Zhu, Jian Chai, Yongqing Bai, Yishu Zhang*, Yang Xu*, Bin Yu*

Advanced Materials, 2025

Accepted

[39] Superior Rectification Self-Rectifying Memristors with Self-Recovery Capabilities Enabled by GaO_x/InO_x Heterostructures

Xuemeng Fan#, Zijian Wang#, Haoxiang Yu, Guobin Zhang, Pengtao Li, Zhejia Zhang, Xiaolei Zhu, Yishu Zhang*

Applied Physics Letters, 2025

Accepted

[38] All-in-one neuromorphic hardware with 2D material technology: Current status and future perspective

Guobin Zhang, Qi Luo, Jiacheng Yao, Shuai Zhong, Hua Wang*, Fei Xue*,Bin Yu, Kian Ping Loh*, Yishu Zhang*

Chemical Society Review, 2025, 54, 8196-8242

SCI, IF=40.4, Front Inside Cover

[37] Topology-Aware Recognition Framework Based on Ultra-high On/Off Ratio Memristors for Handwritten Digit Recognition

Zijian Wang, Guobin Zhang, Xuemeng Fan, Pengtao Li, Zhejia Zhang, Shengpeng Xing, Baichen Zhu, Qing Wan*, Yishu Zhang*

IEEE Electron Device Letters, 2025

accepted

[36] Stochastic self-rectifying memristor crossbar array as physical unclonable function for authentication and tamper-evident image security

Guobin Zhang, Zijian Wang, Xuemeng Fan, Qi Luo, Pengtao Li, Zhejia Zhang, Kejie Huang, Yitao Ma, Yunyan Zhang, Dawei Gao, Bin Yu, Qing Wan*, Xiangshui Miao*, Yishu Zhang*

Cell Device, 2025

under review

[35] Gradual Volatile Memristor-Based Artificial Neurons with High Uniformity for Neuromorphic Computing

Pengtao Li#, Guobin Zhang#, Zhihao Gong, Zijian Wang, Xuemeng Fan, Qi Luo, Zhejia Zhang, Dawei Gao, Mingkun Xu, Hua Wang, Shuai Zhong*, Qing Wan*, Yishu Zhang*

InfoScience, 2025

accepted

[34] Self-rectifying memristors with high rectification ratio for attack-resilient autonomous driving systems

Guobin Zhang, Xuemeng Fan, Jie Wang, Zijian Wang, Zhejia Zhang, Pengtao Li, Yitao Ma, Kejie Huang, Bin Yu, Qing Wan*, Xiangshui Miao*, Yishu Zhang*

Nature Communications 2025,16, 5759

SCI, IF=14.7

[33] Two-dimensional materials based two-transistor-two-resistor synaptic kernel for efficient neuromorphic computing

Qian He, Hailiang Wang, Yishu Zhang*, Anzhe Chen, Yu Fu, Guodong Xue, Kaihui Liu, Shiman Huang, Yang Xu, Bin Yu*

Nature Communications 2025, 16, 4340

SCI, IF=14.7

[32] Implementing Multimodal Hardware Security with 2D α-In2Se3 Ferroelectric Transistor

Xinwei Zhang, Jiachao Zhou, Yishu Zhang*, Jian Chai, Yongqing Bai, Hailiang Wang, Qian He, Xi Wang, Lin Wang, Yuda Zhao, Yang Xu*, Bin Yu*

Advanced Science 2025, 2502286

SCI, IF=14.3

[31] Hardware-implemented DropConnect function for energy-efficient neuromorphic computing

Jiachao Zhou, Xinwei Zhang, Yishu Zhang*, Shiman Huang, Anzhe Chen, Zhihao Gong, Zongwen Li, Lin Wang, Fei Xue, Hua Wang, Jiayang Hu, Hanxi Li, Yang Xu, Kian Ping Loh, Bin Yu*

Advanced Functional Materials 2025, 2503452

SCI, IF=18.5

[30] Exploiting Quasi-volatility in Silver-doped RRAMs for Physical Unclonable Functions Towards Robust Security Primitives

Guobin Zhang, Zijian Wang, Qi Luo, Bin Yu, Can Li*, Qing Wan*, Yishu Zhang*

IEEE Transactions on Electron Devices 2025, 72 (5), 2347–2353

SCI, IF=2.9

[29] Reliable Multistate RRAM devices for Reconfigurable CAM and IMC Applications

Shengpeng Xing, Zijian Wang, Zhen Wang, Pengtao Li, Xuemeng Fan, Ziyang Zhang, Guobin Zhang, Jianhao Kan, Qi Luo, Shuai Zhong*, Yishu Zhang*

IEEE Journal of the Electron Devices Society 2025, 13, 383–389

SCI, IF=2

[28] Enhancing IoT Security with Threshold Switching-Based Unified Security Primitives

Guobin Zhang, Jianhao Kan, Xuemeng Fan, Qi Luo, Jiabao Sun, Dawei Gao and Yishu Zhang*

Nanotechnology 2025, 36 (15), 155202

SCI, IF=2.9

[27] Pioneering Neuromorphic Sensing: Emulating Insect Antennae for Enhanced Multimodal Perception and Intelligent Processing

Guobin Zhang, Dawei Gao, Desmond Loke, Shuai Zhong*, Yishu Zhang*

The Innovation Life 2025, 100122–2

[26] Revolutionizing Neuromorphic Computing with Memristor-Based Artificial Neurons

Yanning Chen, Guobin Zhang, Fang Liu, Bo Wu, Yongfeng Deng, Dawei Gao*, Yishu Zhang*

Journal of Semiconductor 2025, 46 (6), 061301–061311

SCI, IF=4.8

[25] Metaplasticity-Enabled Graphene Quantum Dot Devices for Mitigating Catastrophic Forgetting in Artificial Neural Networks

Xuemeng Fan, Anzhe Chen, Zongwen Li, Zhihao Gong, Zijian Wang, Guobin Zhang, Pengtao Li, Yang Xu, Hua Wang, Changhong Wang*, Xiaolei Zhu*, Rong Zhao, Bin Yu, Yishu Zhang*

Advanced Materials 2025, 37 (6), 2411237

SCI, IF=27.4, Back Cover

2024 Publications

[24] High-Performance CMOS-Compatible Self-Rectifying Memristor for Passive Array Integration

Zijian Wang, Guobin Zhang, Pengtao Li, Shengpeng Xing, Zhen Wang, Xuemeng Fan, Jiabao Sun, Dawei Gao, Qing Wan*, Yishu Zhang*

Physical Review Applied 2024, 22 (6), 064003

SCI, IF=3.8

[23] Self-Rectifying Memristor-Based Reservoir Computing for Real-Time Intrusion Detection in Cybersecurity

Guobin Zhang, Zijian Wang, Xuemeng Fan, Pengtao Li, Dawei Gao, Zhenyong Zhang, Qing Wan*, Yishu Zhang*

Nano Lett. 2024

SCI, IF=9.6, Supplementary Cover

[22] Self-Rectifying Memristors with High Rectification Ratio and Dynamic Linearity for in-Memory Computing

Guobin Zhang, Zijian Wang, Xuemeng Fan, Zhen Wang, Pengtao Li, Qi Luo, Dawei Gao, Qing Wan*, Yishu Zhang*

Applied Physics Letters 2024, 125 (13), 133501

SCI, IF=3.5, Featured article, Scilight spotlight

[21] Multimodal 2D Ferroelectric Transistor with Integrated Perception-and-Computing-in-Memory Functions for Reservoir Computing

Jiachao Zhou, Anzhe Chen, Yishu Zhang*, Xinwei Zhang, Jian Chai, Jiayang Hu, Hanxi Li, Yang Xu, Xulang Liu, Ning Tan, Fei Xue, Bin Yu*

Nano Lett. 2024, 24 (46), 14892–14900

SCI, IF=9.6

[20] Boolean Computation in Single-Transistor Neuron

Hanxi Li, Jiayang Hu, Yishu Zhang*, Anzhe Chen, Li Lin, Ge Chen, Yance Chen, Jian Chai, Qian He, Hailiang Wang, Shiman Huang, Jiachao Zhou, Yang Xu*, Bin Yu*

Adv. Mater. 2024, 2409040

SCI, IF=27.4

[19] Recent Advances in Artificial Sensory Neurons: Biological Fundamentals, Devices, Applications, and Challenges

Shuai Zhong*, Lirou Su, Mingkun Xu, Desmond Loke, Bin Yu, Yishu Zhang*, Rong Zhao

Nano-Micro Lett. 2024, 17 (1), 61

SCI, IF=31.6

[18] Reconfigurable Neuromorphic Computing with 2D Material Heterostructures for Versatile Neural Information Processing

Jiayang Hu#, Hanxi Li#, Yishu Zhang*, Jiachao Zhou, Yuda Zhao, Yang Xu, Bin Yu*

Nano Lett. 2024, 24 (30), 9391–9398

SCI, IF=9.6

[17] All-2D-Materials Subthreshold-Free Field-Effect Transistor with Near-Ideal Switching Slope

Jiayang Hu#, Hanxi Li#, Anzhe Chen, Yishu Zhang*, Hailiang Wang, Yu Fu, Xin Zhou, Kian Ping Loh, Yu Kang, Jian Chai, Chenhao Wang, Jiachao Zhou, Jialei Miao, Yuda Zhao, Shuai Zhong, Rong Zhao, Kaihui Liu, Yang Xu*, Bin Yu*

ACS Nano 2024, 18 (31), 20236–20246

SCI, IF=15.8

[16] Dual-layer Volatile Memristor with Ultralow Voltage Slope

Pengtao Li, Zijian Wang, Shengpeng Xing, Zhen Wang, Wentai Xia, Xuemeng Fan, Dawei Gao, Yishu Zhang*

Appl. Phys. Lett. 2024, 124,103502

SCI, IF=3.5

[15] An Optical Neuromorphic Sensor with High Uniformity and High Linearity for Indoor Visible Light Localization

Shuai Zhong*, Jiachao Zhou, Fangwen Yu, Mingkun Xu, Yishu Zhang*, Bin Yu, Rong Zhao*

Advanced Sensor Research 2024, 3 (6), 2300197

SCI, IF=3.5

[14] Single-Transistor Optoelectronic Spiking Neuron with Optogenetics-Inspired Spatiotemporal Dynamics

Hanxi Li, Jiayang Hu, Yishu Zhang*, Anzhe Chen, Jiachao Zhou, Yuda Zhao, Yang Xu*, Bin Yu*

Advanced Functional Materials, 2024, 2314456

SCI, IF=18.5

[13] Advances of Embedded Resistive Random Access Memory in Industrial Manufacturing and Its Potential Applications

Zijian Wang, Yixian Song, Guobin Zhang, Qi Luo, Kai Xu, Dawei Gao, Bin Yu, Desmond Loke, Shuai Zhong*, Yishu Zhang*

International Journal of Extreme Manufacturing 2024, 6, 032006

SCI, IF=16.1

Publications Before Joining Zhejiang University

[7] Spike-Based Spatiotemporal Processing Enabled by Oscillation Neuron for Energy-Efficient Artificial Sensory Systems

Shuai Zhong#, Yishu Zhang#, Hao Zheng, Fangwen Yu, Rong Zhao*

Advanced Intelligent Systems 2022, 4 (9), 2200076

SCI, IF=7.298

[6] Analog and Digital Mode α-In2Se3 Memristive Devices for Neuromorphic and Memory Applications

Yishu Zhang, Lin Wang, Hao Chen, Teng Ma, Xiufang Lu, Kian Ping Loh*

Adv. Electron. Mater. 2021,10, 1002

SCI, IF=5.3

[5] Exploring Low Power and Ultrafast Memristor on p-Type van der Waals SnS

Xiu Fang Lu#, Yishu Zhang#, Naizhou Wang, Sheng Luo, Kunling Peng, Lin Wang, Hao Chen, Weibo Gao, Xian Hui Chen, Yang Bao, Gengchiau Liang, Kian Ping Loh*

Nano Lett. 2021, 21(20), 8800-8807

SCI, IF=9.6

[4] Self- Selective van Der Waals Heterostructures for Large Scale Memory Array

Linfeng Sun#, Yishu Zhang#, Gyeongtak Han, Geunwoo Hwang, Jinbao Jiang, Bomin Joo, Kenji Watanabe, Takashi Taniguchi, Young-Min Kim, Woo Jong Yu, Bai-Sun Kong, Rong Zhao*, Heejun Yang*

Nat. Commun. 2019, 10 (1), 3161

SCI, IF=14.7

[3] Highly Compact Artificial Memristive Neuron with Low Energy Consumption

Yishu Zhang#, Wei He#, Yujie Wu, Kejie Huang, Yangshu Shen, Jiasheng Su, Yaoyuan Wang, Ziyang Zhang, Xinglong Ji, Guoqi Li, Hongtao Zhang, Sen Song, Huanglong Li, Litao Sun, Rong Zhao*, Luping Shi*

Small 2018, 14 (51), 1802188

SCI, IF=13

[2] Emulating Dynamic Synaptic Plasticity over Broad Timescales with Memristive Device

Yishu Zhang, Shuai Zhong, Li Song, Xinglong Ji, Rong Zhao*

Appl. Phys. Lett. 2018, 113 (20), 203102

SCI, IF=3.5

[1] Synaptic Computation Enabled by Joule Heating of Single-Layered Semiconductors for Sound Localization

Linfeng Sun#, Yishu Zhang#, Geunwoo Hwang, Jinbao Jiang, Dohyun Kim, Yonas Assefa Eshete, Rong Zhao*, Heejun Yang*

Nano Lett. 2018, 18 (5), 3229–3234

SCI, IF=9.6

Conference

2025 Conference

[25] First Demonstration of Adversarial Steganography Using Self-Selective Array for Efficient and Secure Cloud-Edge Computing

Guobin Zhang, Xuemeng Fan, Zijian Wang, Pengtao Li, Yiqi Zhou, Daying Sun, Kun Ren, Yunlong Li, Bin Yu, Qing Wan*, Dawei Gao*, Yishu Zhang*

2025 IEEE International Electron Devices Meeting (IEDM)

[24] An Ultra-Low-Power True Random Number Generator Based on Volatile RRAM

Qi Luo, Zhen Wang, Xuemeng Fan, Pengtao Li, Guobin Zhang, Yishu Zhang*

2025 10th International Conference on Integrated Circuits and Microsystems (ICICM)

[23] Intrinsic ion migration-induced Nitride-enhanced Memristor with ultralow operating voltage

Zijian Wang, Xuemeng Fan, Guobin Zhang, Pengtao Li, Shengpeng Xing, Zhejia Zhang, Qi Luo, Baichen Zhu, Yishu Zhang*

2025 International Conference on Solid State Devices and Materials

[22] Self-Selective Memristors for Real-Time Wireless Communication Encryption System with Ultra-Low Bit Error Rate

Guobin Zhang, Zijian Wang, Xuemeng Fan, Yitao Ma, Bin Yu, Qing Wan*, Yishu Zhang*

2025 IEEE European Solid-State Electronics Research Conference (ESSERC)

[21] Emulating Short-Term Plasticity with High Performance Self-Rectifying Volatile Memristor

Xiangyang Zhang, Zhejia Zhang, Baichen Zhu, Haoze Yu, Jie Wang, Yishu Zhang*

2025 4th International Symposium on Semiconductor and Electronic Technology (ISSET)

[20] Self-rectifying Synaptic Devices for Embedded Computing-in-Memory Application

Xuemeng Fan, Guobin Zhang, Zijian Wang, Pengtao Li, Zhejia Zhang, Qi Luo, Yishu Zhang*

2025 4th International Symposium on Semiconductor and Electronic Technology (ISSET)

[19] A Subthreshold-Free Field Effect Transistor with ultra-low Switching Slope

Pengtao Li, Ziyang Zhang, Zijian Wang, Guobin Zhang, Xuemeng Fan, Zhejia Zhang, Yishu Zhang*

2025 4th International Symposium on Semiconductor and Electronic Technology (ISSET)

[18] A 1FeFET-1T-1C based Compute-in-Memory Macro with Capacitor Reused Pipeline SAR ADC

Minghan Jiang, Rui Xiao, Xinran Li, Shuaiting Li, Xiaolei Zhu, Yishu Zhang, Haibin Shen, Kejie Huang

2025 IEEE International Symposium on Circuits and Systems (ISCAS)

[17] Leveraging Mature Chip Manufacturing Techniques for Innovative Technology Development

Yunlong Li, Kai Xu, Dianyu Qi, Yishu Zhang, Ran Tao, Yongyu Wu, Dawei Gao

2025 9th IEEE Electron Devices Technology & Manufacturing Conference (EDTM)

[16] A 2T2R TCAM Based on RRAM and Accurate Compact Model for A Kilobit Word

Zhen Wang, Pengtao Li, Zijian Wang, Xuemeng Fan, Shengpeng Xing, Yishu Zhang*

2025 9th IEEE Electron Devices Technology & Manufacturing Conference (EDTM)

[15] Self-Rectifying Memristors with High Rectification Ratio for Security Primitives with Ultra-Low Bit-Errors

Guobin Zhang, Zijian Wang, Xuemeng Fan, Dawei Gao, Yishu Zhang*

2025 9th IEEE Electron Devices Technology & Manufacturing Conference (EDTM)

2024 Conference

[14] A Unified TRNG and PUF Module Based on Threshold Switching Array

Jianhao Kan, Zhejia Zhang, Dawei Gao, Shuai Zhong, Yishu Zhang*

2024 IEEE International Conference on IC Design and Technology (ICICDT)

[13] Ultrafast Self-Rectifying Memristors for Advanced in-Memory Computing

Guobin Zhang, Zijian Wang, Xuemeng Fan, Zhen Wang, Pengtao Li, Dawei Gao, Yishu Zhang*

2024 IEEE International Conference on IC Design and Technology (ICICDT)

[12] Reversible Transition of Volatile to non-Volatile Resistive Switching in Cu/SiNx/ZnO/Pt Memristor

Pengtao Li, Ziyang Zhang, Zijian Wang, Guobin Zhang, Shengpeng Xing, Zhen Wang, Xuemeng Fan, Zhejia Zhang, Qi Luo, Yishu Zhang*

2024 IEEE International Conference on IC Design and Technology (ICICDT)

[11] Threshold Adjustable Artificial Neuron

He, Q.; Wang, H.; Zhang, Y.*; Xu, Y.; Yu, B.*

2024 International Conference on Solid State Devices and Materials (SSDM)

[10] An Ultra-low Power SNN Co-processor with Reconfigurable Computing-in-Memory Cell Array based on Differential-pair SRAM and Memristive Memory

Yaolei Guo, Liangyao Deng, Jinxu Liu, Chenhao Tang, Yue Cheng, Wenrui Chen, Ping Ouyang, Yishu Zhang, Yongpeng Cheng, Yitao Ma

2024 International Conference on Solid State Devices and Materials (SSDM)

[9] All-2D-Materials Floating Gate Structure For Synaptic Device

Wang, H.; He, Q.; Zhang, Y.; Xu, Y.; Yu, B.

2024 International Conference on Solid State Devices and Materials (SSDM)

[8] IGZO-Ta2O5 Dual-Layer CBRAM: A Low Voltage and High Switching Ratio Storage Solution

Shengpeng Xing, Pengtao Li, Zijian Wang, Zhen Wang, Xuemeng Fan, Yishu Zhang*