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Emulating synaptic plasticity with a poly[N-(3-(9H-carbazol-9-yl)propyl)methacrylamide] memristor

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Memristor based electronic devices towards biomedical applications

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Dynamic memristor for physical reservoir computing

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Recent developments of artificial intelligence in MXene-based devices: from synthesis to applications

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Unveiling transient current response in bilayer oxide-based physical reservoirs for time-series data analysis

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Graphene oxide–DNA/graphene oxide–PDDA sandwiched membranes with neuromorphic function

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A brief overview of anodic memristors: fundamentals, classification and properties

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Surface-enhanced thermal dissipation in 3D vertical resistive memory arrays with top selector transistors

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From energy to light: advancements in perovskite quantum dots for optoelectronics

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Interface engineered V2O5-based flexible memristors towards high-performance brain-inspired neuromorphic computing

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Investigation on Synaptic Adaptation and Fatigue in ZnO/HfZrO-Based Memristors under Continuous Electrical Pulse Stimulation

Zeyang Xiang, Kexiang Wang, Jie Lu, Zixuan Wang, Huilin Jin, Ranping Li, Mengrui Shi, Liuxuan Wu, Fuyu Yan and Ran Jiang

Electronics, 2024, 13, 1148
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Exploring Nanoscale Perovskite Materials for Next-Generation Photodetectors: A Comprehensive Review and Future Directions

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Resistive Switching in Bigraphene/Diamane Nanostructures Formed on a La3Ga5SiO14 Substrate Using Electron Beam Irradiation

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Nanomaterials, 2023, 13, 2978
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A machine learning-guided design and manufacturing of wearable nanofibrous acoustic energy harvesters

Negar Hosseinzadeh Kouchehbaghi, Maryam Yousefzadeh, Aliakbar Gharehaghaji, Safoora Khosravi, Danial Khorsandi, Reihaneh Haghniaz, Ke Cao, Mehmet R. Dokmeci, Mohammad Rostami, Ali Khademhosseini and Yangzhi Zhu

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Dynamical Analysis and Misalignment Projection Synchronization of a Novel RLCM Fractional-Order Memristor Circuit System

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Optoelectronic neuron based on transistor combined with volatile threshold switching memristors for neuromorphic computing

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Emergence of Memristive Behavior in Perovskite Devices by Stoichiometric Engineering

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ACS Energy Lett., 2026, 11, 4094
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Neuromorphic Computing with Memcapacitors: Advancements, Challenges, and Future Directions

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Adv Elect Materials, 2025, 11
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An organic artificial synaptic memristor for neuromorphic computing

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High Precision Conductance Modulation in CuCrP2S6 Synaptic Devices for Enhanced Neuromorphic Computing

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Adv Funct Materials, 2025, 35
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Technology and Integration Roadmap for Optoelectronic Memristor

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Advanced Materials, 2024, 36
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Machine learning approach to predict Hansen solubility parameters of cocrystal coformers via integrating group contribution and COSMO-RS

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High Thermal Conductive Crystalline Organohalide for Endurable Resistive Switching Non‐Volatile Memory

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Modeling and synchronization research of adaptive networks

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Understanding the Reversible Transition of Unipolar and Bipolar Resistive Switching Characteristics in Solution-Derived Nanocrystalline Au–Co3O4 Thin-Film Memristors

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ACS Omega, 2024, 9, 33941
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Ultrafast Multilevel Switching and Synaptic Behavior in a Planar Quantum Topological Memristor

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Advanced Science, 2026, 13
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A carboxymethyl cellulose-doped silver memristor-based oscillatory neuron with volatile threshold switching characteristics

Yanmei Sun, Zekai Zhang and Rui Liu

Journal of Alloys and Compounds, 2025, 1036, 182007
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A novel 4D chaotic system based on composite memristors: dynamics, circuit implementation, and image encryption applications

Xianyang Xie, Dongfang Yan, Yuming Feng and Xiangguang Dai

Phys. Scr., 2026, 101, 045207
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Neuromorphic Reservoir Computing with Memristive Nanofluidic Diodes

Sergio Portillo, Patricio Ramirez, Salvador Mafe and Javier Cervera

Nano Lett., 2025, 25, 9928
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Research progress of artificial neural systems based on memristors

Zheng Tang, Bai Sun, Guangdong Zhou, Yongzan Zhou, Zelin Cao, Xuegang Duan, Wentao Yan, Xiaoliang Chen and Jinyou Shao

Materials Today Nano, 2024, 25, 100439
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An Implantable System Design Based on Neuromorphic Memristor for Post-Craniotomy Intracranial Pressure Monitoring

Teng Wu, Kun Wang, Bai Sun, Zelin Cao, Junxiang Gu, Meirou Liang, Yifan Le, Fan Li, Jian Wang, Yifan Xiao, Mengna Wang, Longhui Fu, Kaikai Gao, Haoyuan Wang, Hui Ma, Xincheng Du, Jiajun Liu, Jianqiang Qu, Chang Liu, Guangdong Zhou, Jinyou Shao and Xianxia Yan

ACS Appl. Mater. Interfaces, 2025, 17, 57284
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Optimizing Memristor-Based Synaptic Devices for Enhanced Energy Efficiency and Accuracy in Neuromorphic Machine Learning

Baki Gökgöz, Tolga Aydın and Fatih Gül

IEEE Access, 2024, 12, 154401
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A magnetron memristor coupled with a heterogeneous cell neural network: design, analysis and circuit implementation

Zhaoxing Wang, Heng Cao, Tengfei Lei, Lili Huang and Yiyang Zhang

Eur. Phys. J. Spec. Top., 2026
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Understanding the volatile memristor via direct observation of surface diffusion-regulated Cu-based conductive filaments

Bo Zhang, Guangyu Wen, Xu Zhao, Xinmou Ning, Gongjie Liu, Janicek Petr and Tomas Wagner

Nanotechnology, 2026, 37, 185702
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Logic Gate Circuits Based on CeOx/WOy Memristor for the Odd/Even Checker and Encryption/Decryption of Image Applications

Jiangqiu Wang, Hongyan Wang, Zelin Cao, Shouhui Zhu, Junmei Du, Chuan Yang, Chuan Ke, Yong Zhao and Bai Sun

Adv Funct Materials, 2024, 34
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Controllable analog-to-digital bipolar resistive switching behavior and mechanism analysis in δ-MnO2-based memristor

Zelin Cao, Bai Sun, Shuangsuo Mao, Guangdong Zhou, Xuegang Duan, Wentao Yan, Siyu Sun, Xiaoliang Chen and Jinyou Shao

Materials Today Physics, 2023, 38, 101264
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Intelligent classification of computer vulnerabilities and network security management system: Combining memristor neural network and improved TCNN model

Zhenhui Liu and Sushank Chaudhary

PLoS ONE, 2025, 20, e0318075
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Dynamical analysis and applications of a discrete memristive improved chaotic neuron model

Xiongjian Chen, Huihai Wang, Jin Liu, Mingzhen Mao and Kehui Sun

Nonlinear Dyn, 2026, 114
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Yet another reliability assessment method for RRAM-based dot-product engine

Ahmed Mahmoudi, Alessandro Veronesi, Philipp Grothe, Jianan Wen, Rolf Meyer, Markus Ulbricht, Rainer Buchty, Mladen Berekovic and Saleh Mulhem

Microelectronics Reliability, 2025, 175, 115938
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A zinc oxide-based threshold switching memristor for simulating synaptic plasticity and artificial nociceptor

Li Xiaoqi, Jiang Jianbo, Liu Guangyu, Zhou Bao and Zhao Enming

J Mater Sci: Mater Electron, 2024, 35
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Toward scalable neuromorphic hardware: Challenges and opportunities in 2D–material–based memristive neural networks

Syed Ameer Hamza, Mohsin Ali, Ibtisam Ahmad, Umar Ijaz, Taegi Kim and Hee-Dong Kim

Materials Today Nano, 2026, 34, 100835
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Perovskite photoelectric memristors with biological synaptic properties for neuromorphic computing

Dong-Liang Li, Jia-Ying Chen, Yang Xiao, Wen-Min Zhong, Yan-Ping Jiang, Qiu-Xiang Liu and Xin-Gui Tang

Advanced Sensor and Energy Materials, 2025, 4, 100159
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Ultra-sensitive broadband photoresponse realized in epitaxial SnSe/InSe/GaN heterojunction for light adaptive artificial optoelectronic synapses

Yinuo Zhang, Lan Li, Yunan Lin, Xuecen Miao, Hong Lei and Yi Pan

Nano Energy, 2025, 133, 110511
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Memristors Based on Ferroelectric Cu‐Deficient Copper Indium Thiophosphate for Multilevel Storage and Neuromorphic Computing

Mengdie Li, Yanyan He, Chengyang Wang, Weng Fu Io, Feng Guo, Wenjing Jie and Jianhua Hao

Small, 2025
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Improved oxygen ion migration efficiency and resistive switching properties in SrFeOx memristor with vertical superlattice-like structure

Rui Su, Ruizi Xiao, Chenglin Shen, Yinyuan Chen, Weichao Jiang, Zichong Zhang, Runqing Zhang, Awei Dong, Weiming Cheng, Xingsheng Wang and Xiangshui Miao

Ceramics International, 2024, 50, 2000
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Effect of Hydrogen Annealing on Performances of BN-Based RRAM

Doowon Lee and Hee-Dong Kim

Nanomaterials, 2023, 13, 1665
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Advancements in 2D layered material memristors: unleashing their potential beyond memory

Kiran A. Nirmal, Dhananjay D. Kumbhar, Arul Varman Kesavan, Tukaram D. Dongale and Tae Geun Kim

npj 2D Mater Appl, 2024, 8
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Self-rectifying NiOX/WOX heterojunction synaptic memristor for crossbar architectured reservoir computing system

Hyojin So, Sungjun Kim and Sungjoon Kim

Journal of Alloys and Compounds, 2024, 1003, 175644
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Artificial synaptic functionality in epitaxial thin film memristors for advanced computing applications

Dilruba Hasina, Dipankar Sarkar, Kusampal Yadav, Subhashree Chatterjee and Devajyoti Mukherjee

Journal of Alloys and Compounds, 2026, 1052, 186097
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Effect of Gamma Irradiation on the Structure, Morphology, and Memristive Properties of CVD Grown ReS2 Thin Film

Pallavi Aggarwal, Prashant Bisht, Subhajit Jana, Ambuj Mishra, Samit Kumar Ray, Edward Yi Chang, Bodh Raj Mehta and Rajendra Singh

Adv Materials Technologies, 2024, 9
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Interface Engineering Enables Multilevel Resistive Switching in Ultra-Low-Power Chemobrionic Copper Silicate

Vipul Patel, Mansi Patel, Balanagulu Busupalli and Ankur Solanki

Langmuir, 2024, 40, 2311
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Recent advancements in metal oxide‐based hybrid nanocomposite resistive random‐access memories for artificial intelligence

Anirudh Kumar, Kirti Bhardwaj, Satendra Pal Singh, Youngmin Lee, Sejoon Lee, Mohit Kumar and Sanjeev K. Sharma

InfoMat, 2025, 7
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Multi-ringlike volumes and offset of Hopfield neural networks based on a discrete memristive self-synapse

Yuqi Wei, Baoxiang Du, Xinyan Wang, Zhenyi Fan and Xu Sun

Nonlinear Dyn, 2025, 113, 2729
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Dynamical behavior of memristive Hopfield neural network under pulsed current excitation

Zhi Wei Dai and Du Qu Wei

Physics Letters A, 2024, 522, 129789
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Development in memristor-based spiking neural network

Gisya Abdi, Ahmet Karacali and Hirofumi Tanaka

NOLTA, 2024, 15, 811
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Quasi‐digital memristor with self‐rectifying and synaptic functions in crossbar array architectures

Tianyu Liu, Qingqing Wang, Qiuyu Liu, Jinze Li, Zhongjing Xia, Hongcheng Yang, Zilong Mao, Siyu Gou, Zhe Li, Chao Zhu, Xuefen Song and Lin Wang

FlexMat, 2026
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A new four-valued memristive hyperchaotic system with hidden attractors and multistability

Jingjing Li, Tingting Yu, Fengjuan Zhu, Yuxiang Fang and Xianli Li

Phys. Scr., 2024, 99, 105216
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Quantum circuit model for photonic quantum memristors and its optimization

Guangzhen Dai, Wei Li, Shijin Zhong, Sihao Yang and Daohua Wu

Physics Letters A, 2025, 555, 130774
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Spin transport of half-metal Mn2X3 with high Curie temperature: An ideal giant magnetoresistance device from electrical and thermal drives

Bin Liu, Xiaolin Zhang, Jingxian Xiong, Xiuyang Pang, Sheng Liu, Zixin Yang, Qiang Yu, Honggen Li, Sicong Zhu and Jian Wu

Front. Phys., 2024, 19
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Flexible SnO2–MoS2 based memristive device exhibiting stable and enhanced memory phenomenon

Km Komal, Mukhtiyar Singh and Bharti Singh

J. Phys. D: Appl. Phys., 2024, 57, 105107
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Robust filament formation via defect engineering in Mn: SrTiO3 for oxygen vacancy driven RRAM device

Durairaj Murugan, Gowtham Velpandi and Ranjith Ramadurai

Materials Letters, 2026, 404, 139571
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Memristor‐Based Bionic Tactile Devices: Opening the Door for Next‐Generation Artificial Intelligence

Chuan Yang, Hongyan Wang, Zelin Cao, Xiaoliang Chen, Guangdong Zhou, Hongbin Zhao, Zhenhua Wu, Yong Zhao and Bai Sun

Small, 2024, 20
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Multiparametric AFM insights into electron transport mechanisms in biomemristors

Chenyang Shi, Annie Y. Heble and Shuai Zhang

Materials Today Physics, 2024, 44, 101429
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Nanoscale Electronic Nociceptor using ZnO/TiOx Bilayer Memristor on a Flexible Substrate

Debashis Panda and Arpan Acharya

ChemNanoMat, 2025, 11
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Ultrafast in‐memory computing and highly efficient deep neural networks driven by phase‐change memory materials with partially amorphous state transitions

Kian‐Guan Lim, Shao‐Xiang Go, Qiang Wang, Dong‐Gwan Kim, Chan‐Hwi Baek, Qishen Wang, Tae Hoon Lee and Desmond K. Loke

InfoScience, 2026, 3
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Ultrastable One-Piece Pressure-Sensitive Memristor Based on Carbon Quantum Dots on BiFeO3

Yuxiang Qin and Xinshan Zhu

ACS Appl. Nano Mater., 2025, 8, 7574
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Multifunctional Organic Materials, Devices, and Mechanisms for Neuroscience, Neuromorphic Computing, and Bioelectronics

Felix L. Hoch, Qishen Wang, Kian-Guan Lim and Desmond K. Loke

Nano-Micro Lett., 2025, 17
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Leaky Integrate‐and‐Fire Model and Short‐Term Synaptic Plasticity Emulated in a Novel Bismuth‐Based Diffusive Memristor

Piotr Zawal, Gisya Abdi, Marlena Gryl, Dip Das, Andrzej Sławek, Emilie A. Gerouville, Marianna Marciszko‐Wiąckowska, Mateusz Marzec, Grzegorz Hess, Dimitra G. Georgiadou and Konrad Szaciłowski

Adv Elect Materials, 2024, 10
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Electrode dependent asymmetric memory switching behaviour of Cu2FeSnS4 based devices

N. Aravind, Neju Mathew Philip and M. C. Santhosh Kumar

Thin Solid Films, 2025, 825, 140715
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Thinner 2D α-MoO3 makes setting up memristors easier

Yukun Hong, Shangui Lan, Baojun Pan, Zhixiang Zhang, Bingbing Chen, Lijie Zhang and Peijian Wang

Journal of Materiomics, 2024, 10, 1279
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A multifunctional memristor with coexistence of NDR and RS behaviors for logic operation and somatosensory temperature sensing applications

Chuan Yang, Hongyan Wang, Guangdong Zhou, Sida Qin, Wentao Hou, Shouhui Zhu, Yong Zhao and Bai Sun

Nano Today, 2024, 57, 102382
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Ultraviolet pulse-driven neuromorphic device for pattern recognition

Anjala Jayaraj, P. S. Subin, G. Arun, K. J. Saji and Aldrin Antony

J Mater Sci: Mater Electron, 2025, 36
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A Fully Integrated Memristive Chaotic Circuit Based on Memristor Emulator with Voltage-Controlled Oscillator

Zhikui Duan, Jiahui Chen, Shaobo He, Xinmei Yu, Qiang Wang, Xin Zhang and Peng Xiong

Micromachines, 2025, 16, 246
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Biomaterial/Organic Heterojunction Based Memristor for Logic Gate Circuit Design, Data Encryption, and Image Reconstruction

Kaikai Gao, Bai Sun, Zelin Cao, Xuegang Duan, Wentao Yan, Guoqing Tong, Guangdong Zhou, Xiaoliang Chen and Jinyou Shao

Adv Funct Materials, 2024, 34
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Resistive random access memory based artificial neural network for brain-inspired neuromorphic computing

Xiao Sun, Zhipeng Xia, Tianyu Wang, Boyan Jin and Jialin Meng

Materials Today, 2025, 88, 567
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An Artificial L‐ReLU Neuron with Asymmetric Diffusive Memristor for High‐Accuracy Neuromorphic Systems

Jianxun Zou, Zhe Feng, Zhibin Qian, Zuheng Wu, Jingqi Zheng, Lubo Gao, Ruotong Yang, Wenbin Guo, Zhihao Lin, Yang Hao, Haochen Wang, Hao Ruan, Zuyu Xu, Yunlai Zhu, Xumeng Zhang and Yuehua Dai

Adv Funct Materials, 2025, 35
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High-Performance Memristive Synapse Based on Space-Charge-Limited Conduction in LiNbO3

Youngmin Lee and Sejoon Lee

Nanomaterials, 2024, 14, 1884
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Transport properties of interface-type analog memristors

Sahitya V. Vegesna, Venkata Rao Rayapati and Heidemarie Schmidt

Phys. Rev. Applied, 2024, 22
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Unraveling the Neural Circuits: Techniques, Opportunities and Challenges in Epilepsy Research

Wenjie Xiao, Peile Li, Fujiao Kong, Jingyi Kong, Aihua Pan, Lili Long, Xiaoxin Yan, Bo Xiao, Jiaoe Gong and Lily Wan

Cell Mol Neurobiol, 2024, 44
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Tunable Neuromorphic Switching Dynamics via Porosity Control in Mesoporous Silica Diffusive Memristors

Tongjun Zhang, Li Shao, Ayoub Jaafar, Ioannis Zeimpekis, Cornelis H. de Groot, Philip N. Bartlett, Andrew L. Hector and Ruomeng Huang

ACS Appl. Mater. Interfaces, 2024, 16, 16641
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A reversible implantable memristor for health monitoring applications

Zelin Cao, Linbiao Xiang, Bai Sun, Kaikai Gao, Jiawei Yu, Guangdong Zhou, Xuegang Duan, Wentao Yan, Fulai Lin, Zhuoqun Li, Ruixin Wang, Yi Lv, Fenggang Ren, Yingmin Yao and Qiang Lu

Materials Today Bio, 2024, 26, 101096
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Synergistic enhancement of memristive behavior and self-rectifying effect in MnO2 based memristor by ions doping method

Bo Yang, Zelin Cao, Bai Sun, Kaikai Gao, Mengna Wang, Guangdong Zhou, Jian Lv, Sihai Luo, Xiaoliang Chen, Xiangming Li and Jinyou Shao

Applied Materials Today, 2025, 44, 102771
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Demonstration of cognitive learning, associative learning, and multi-bit reservoir computing using TiOx/HfOx-based volatile memristor with low current

Heeseong Jang, Dongyeol Ju and Sungjun Kim

Journal of Alloys and Compounds, 2025, 1016, 178897
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Printed and flexible organic and inorganic memristor devices for non-volatile memory applications

Ayoub H Jaafar, Alex Gee and N T Kemp

J. Phys. D: Appl. Phys., 2023, 56, 503002
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Dissolvable Flexible Biomemristor Based on a Collagen Electrolyte and Mg Electrodes for Transient Electronics

Niloufar Raeis-Hosseini, Jaebum Noh, Jehyeon Shin and Junsuk Rho

ACS Appl. Electron. Mater., 2024, 6, 3501
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Multicolor Fully Light-Modulated Artificial Synapse Based on P-MoSe2/PxOy Heterostructured Memristor

Yumo Li, Hao Sun, Langchun Yue, Fengxia Yang, Xiaofei Dong, Jianbiao Chen, Xuqiang Zhang, Jiangtao Chen, Yun Zhao, Kai Chen and Yan Li

J. Phys. Chem. Lett., 2024, 15, 8752
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Research on image recognition using memristor crossbar

ZiHan Sun, Yan Yang and Dongqing Wang

Circuit World, 2026, 52, 1
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Discrete memristive hopfield neural network with electromagnetic coupling: attractor evolution, FPGA implementation, and application in image encryption

Fei Yu, Ting He, Yue Lin, XuQi Wang, ShaoQi He and Jie Jin

Eur. Phys. J. Spec. Top., 2026, 234, 9063
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Tailoring the resistive switching performance of niobium oxide memristors for neuromorphic computing through nitrogen doping

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Journal of Materials Research and Technology, 2025, 39, 8065
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An overview memristor based hardware accelerators for deep neural network

Baki Gökgöz, Fatih Gül and Tolga Aydın

Concurrency and Computation, 2024, 36
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Resistive Switching in CaF2-MoS2 Nanocomposite thin films for low energy memory and neuromorphic applications

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Surfaces and Interfaces, 2025, 64, 106326
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Integrated Bionic Human Retina Process and In‐Sensor RC System Based on 2D Retinomorphic Memristor Array

Yue Gong, Xuechao Xing, Xingli Wang, Ruihuan Duan, Su‐Ting Han and Beng Kang Tay

Adv Funct Materials, 2024, 34
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Toward On-Receptor Computing: Electronic Nociceptor of an All-Oxide Invisible Biomimetic Memristor

Debashis Panda, Arpan Acharya and Cheng-Yao Lo

ACS Appl. Electron. Mater., 2025, 7, 489
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Composite Behavior of Nanopore Array Large Memristors

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Artificial synapses based on HfOx/TiOy memristor devices for neuromorphic applications

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PySpice-Simulated In Situ Learning with Memristor Emulation for Single-Layer Spiking Neural Networks

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Bifunctional optoelectronic devices based on Ruddlesden-Popper Sr2TiO4 for emulating neuromorphic attention mechanisms

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A High‐Stability Pressure‐Sensitive Implantable Memristor for Pulmonary Hypertension Monitoring

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Output sampling synchronization and state estimation in flux-charge domain memristive neural networks with leakage and time-varying delays

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Resistive switching dynamics in MoSe2-ZnO nanoheterostructures for energy-efficient neuromorphic application

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Memristor-Based Artificial Chips

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ACS Nano, 2024, 18, 14
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Dynamics analysis and FPGA implementation of discrete memristive cellular neural network with heterogeneous activation functions

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Physical echo state network based on the nonlinearity and dynamic response of ambipolar heterostructure transistors

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Reservoir computing with a heterogeneous distribution of ionic nanofluidic memristors

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Metal-perovskite interfacial engineering for quasi-2D CsPbBr3-based memristor devices

Song He, Mufan Zhu, Shixuan Dong, Juanjuan Wang, Liqiong Du, Wenkang Zhong, Wenju Xie, Zhiyong Ouyang, Baochang Cheng and Jie Zhao

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Toward Energy‐Efficient Machine Vision: Advances in Optoelectronic Memristors

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Advanced Optical Materials, 2025, 13
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Polarity‐Controlled Volatile HfO2 Memristors with Bimodal Conductance for Neuromorphic Synapses and Reservoir Computing

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Advanced Science, 2026, 13
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Flexible Memristor-Based Nanoelectronic Devices for Wearable Applications: A Review

Zhaowei Rao, Xufei Wang, Shuangsuo Mao, Jiajia Qin, Yusheng Yang, Mingnan Liu, Chuan Ke, Yong Zhao and Bai Sun

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Solution-based manufacturing of 2D materials for memristive device applications

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