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RESEARCH PAPER · Advanced Materials · 2025

Strategic Development of Memristors for Neuromorphic Systems: Low‐Power and Reconfigurable Operation

Jang Woo Lee, Jiye Han, Boseok Kang, Young Joon Hong, Sungjoo Lee, Il Jeon

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Strategic Development of Memristors for Neuromorphic Systems: Low‐Power and Reconfigurable OperationOriginalApplication of Phase Transition-Induced Negative Differential Resistance in Bifeo3/La0.7sr0.3mno3 Heterojunction-Based Resistive Switching Memory Devices for Neural Networks0Graphene quantum dots covalently functionalized with zinc porphyrin for digital-analog dual-mode memristors2Photonic synapse based on CsPbBr3@ZnO composite material for neuromorphic functions2Recent developments on neuromorphic optoelectronic memristors based on metal oxide semiconductors: A review19Flexible and Reliable Parylene‐C Resistive Random Access Memory Array with Graphene Barrier for Neuromorphic Systems4Quantum Conductance in MoO3/TiO2 Heterojunction Memristors: Crafting Controlled Analog-to-Digital Transition for Multilevel Memory Applications7Above room temperature multiferroic tunnel junction with the altermagnetic metal CrSb30Tailored Zwitterion Electrolyte‐Driven Electric Double Layer Dynamics for Enhanced Ion Retention in Artificial Synapses13When conductors learn to “think”: The neural evolution of flexible materials1Enhanced Performance and In Situ TEM Investigation in High Entropy Alloy Electrode Based Memristors6Bifacially Engineered Perovskite‐Based Synaptic Memristors Achieve High Linearity and Symmetricity for Accurate and Robust Neuromorphic Computing11Integration of Non‐Volatile Multi‐Bit Storage and Logic Computing in GaN Enhancement‐Mode Devices for In‐Memory Computing6Investigations of domain wall dynamics in ladder domain wall devices for neuromorphic computing2Memristor devices for next-generation computing: from performance optimization to application-specific co-design7Mechanism analysis of phase-change-induced negative differential resistance in BiFeO₃/La₀.₇Sr₀.₃MnO₃ heterojunction-based resistive switching memory devices0Advancements in flexible memristors for neuromorphic computing: Materials, mechanisms, and applications in synaptic emulation17Universal Neuromorphic Element: NbOx Memristor with Co‐Existing Volatile, Non‐Volatile, and Threshold Switching20Novel Optoelectronic Reconfigurable Transistors Based on Graphene/VO 2 Heterojunction for Efficient Neuromorphic Perception, Computation, and Storage4Self-Powered Halide Perovskite Optoelectronic Synaptic Memristors for Reconfigurable Logic and Reservoir Computing Applications17Emulating synaptic plasticity in a solution processed Ag-metalized oxide memristor for high-accuracy neuromorphic computing2A Flexible, Broadband Optoelectronic Memristor for Neuromorphic Visual Perception and Intelligent Image Processing14Continuous On-Chip Learning in Neural Networks using SOT-MRAM based CIM Architectures1Bayesian Neural Network Realization by Exploiting Random Noise and Mitigating the Impact of Conductance Drift of PCM0Designing Asymmetric Memristive Behavior in Proton Mixed Conductors for Neuromorphic Applications2Atmospheric neutron irradiation effects on conductance update linearity of Mg:HfO x (9 at. %)-based memristive synapse1Review of Memristors for In‐Memory Computing and Spiking Neural Networks46Neuromorphic iontronic devices based on soft ionic conductors26Combinatorial Screening of Anodically Formed Ti–Hf Oxides for Interfacial Memristive Switching0Humidity‐Gated Memristive Dynamics Enabling Near‐Sensor Spiking Computation for Wind Direction and Noise‐Resilient Speech Recognition17Atomic‐Scale Mechanisms of Multi‐Resistance States in HfO x ‐Based RRAM: Evolution of Atomic Electric Fields and Oxygen Vacancies4Robust Sb 2 Se 3 /Hafnium Zirconium Oxide Synaptic Memristors with Dynamic Learning Rate Strategy for Generalizable Neuromorphic Networks3Fully‐Printed Transparent InGaO Neuromorphic Visual Systems for Solar‐Blind Bichromatic In‐Sensor Computing6Ultraviolet‐Regulated Synaptic‐Neuronal Function Reconfigurable Transparent Memristor for Neuromorphic Computing Hardware4Electrode‐Engineered Dual‐Mode Multifunctional Lead‐Free Perovskite Optoelectronic Memristors for Neuromorphic Computing1Ultra-robust Y-doped hafnium oxide ferroelectric memristors for intelligent edge computing2Memristive neural network circuit with fault tolerance for character recognition0Celebrating 20 Years of SAINT: Leading the Future of Nanoscience through Convergence and Innovation1Multibit Ferroelectric HfZrO Memcapacitor for Non‐Volatile Analogue Memory and Reconfigurable Electronics7Heterogeneous Integration Strategies of Beyond‐von Neumann Neuromorphic Electronics for Sensory in‐Memory Computing11Brain‐Inspired CMOS‐Compatible ZnSnO Synaptic Array with Ultra‐High PPF for Versatile Neuromorphic Computing3Ultra-High-Rectification Self-Rectifying Volatile Memristor for Artificial Nociceptor Applications0Imitating neuro-plasticity in SrTiO3 based synaptic optoelectronic memristor for in-memory computing applications1The potential of semiconducting oxides in comparison to insulating oxides for memristor applications1Recent advances in zero-power optoelectronic synapses with potential for wearable neuromorphic platforms0A review on memristor-based in-sensor computing for neuromorphic and edge intelligence4Tri‐Phase in‐Material Reconfigurable Neuromorphic Devices for Extreme Environmental Adaptive Perception3Crystallization-Driven Stable Resistive Switching and Reproducible Synaptic Learning in GeSe-Based Artificial Synapses0Monolithic Integration of Reliable Memristor Arrays and a Homogeneous 1T1R Unit Using All-Solution-Processed MoS 22Neuromorphic Behaviors with Nanofluidic Memristor-Coupled Hodgkin–Huxley Neurons1Dual-Mechanism Synergistic Regulation and Performance Optimization of Lead Sulfide Quantum Dot Coatings in Optoelectronic Memristors0Voltage‐Programmable Switching in Halide Perovskite Memristors by Asymmetric Contact Engineering0Bias-Tunable Two-Terminal Optoelectronic Device for Integrated Photodetection and Synaptic Functionality0Localized Nanoscale Switching and Constrained Crystallization Behavior in 3-D Vertical Phase Change Memory0From Environmental Noise to Computational Degrees of Freedom: Adaptive Neuromorphic Devices0Linear and Programmable Long‐Term Plasticity in PECVD Amorphous SiC Memristors0AgPS3-Based Electrical Synapses with Tunable Multilevel Conductance for Noise-Robust Image Classification0Low‐Dimensional Perovskites for Neuromorphic Vision Computing0Low‐Temperature‐Sputtered Epitaxial WO 3 Bottom Electrodes for Reliable Interfacial Memristive and Neuromorphic Devices0Pulse‐Engineered Synaptic Linearity and Non‐Volatile Memory in MoO 3 /TiO 2 Bilayer Memristors for Neuromorphic Image Recognition2Metal Oxide Nano‐Interface Boosting the Deep Ultraviolet Adjustable Noise‐Filtering In‐Sensor Computing0Inkjet‐Printed h‐BN Memristors with a Record Endurance under Low‐Currents0Capacitive in-memory vector–matrix multiplication computing with charge-trap memcapacitors0Programmable solar‐blind ultraviolet sensors enabling integrated single‐pixel sensing and neuromorphic processing0Electrode-dependent memristive mechanism of two-dimensional EA4Pb3Br10 perovskite memristors0

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  1. Application of Phase Transition-Induced Negative Differential Resistance in Bifeo3/La0.7sr0.3mno3 Heterojunction-Based Resistive Switching Memory Devices for Neural Networks

    SSRN Electronic Journal · 2025-01-01

    Jie Zhang, Yongrong Huang, Yi Luo, Jingwen Yuan, Shunping Shi, Chuanyu Zhang, Bai Tao Sun, Fanggong Cai, Yong Zhao

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  2. Graphene quantum dots covalently functionalized with zinc porphyrin for digital-analog dual-mode memristors

    Nanoscale · 2025-01-01

    Fengrui Duan, Fei Fan, Tianyue Huang, Wei Li, Sai Sun, Bin Zhang

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  3. Photonic synapse based on CsPbBr3@ZnO composite material for neuromorphic functions

    Vacuum · 2025-04-11

    Qiang Wang, Yinghao Zhao, Yiqiang Li, Gen Li, Xiaojuan Cao, Xing Liu, Huicong Cao, Xuegang Zhang, Fei Chen, Fangyuan Liu, Beiyun Liu, Yinzhou Yan, Lixue Yang

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  4. Recent developments on neuromorphic optoelectronic memristors based on metal oxide semiconductors: A review

    APL Electronic Devices · 2025-06-01

    Saransh Shrivastava, Hans Juliano, Phan Ai Linh Uong, Tseung‐Yuen Tseng

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  5. Flexible and Reliable Parylene‐C Resistive Random Access Memory Array with Graphene Barrier for Neuromorphic Systems

    Small Structures · 2025-06-03

    Seonjeong Lee, Sookyeong Kim, Boram Kim, Rayoung Park, Dong‐Wook Park, Yoon Kim

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  6. Quantum Conductance in MoO3/TiO2 Heterojunction Memristors: Crafting Controlled Analog-to-Digital Transition for Multilevel Memory Applications

    ACS Applied Electronic Materials · 2025-07-08

    Girish Chandrashekar, Sreelakshmi Madhavanunni Rekha, Sarpangala Venkataprasad Bhat, R. Thamankar

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  7. Above room temperature multiferroic tunnel junction with the altermagnetic metal CrSb

    Physical review. B./Physical review. B · 2025-07-17

    Long Zhang, Guangxin Ni, Junjie He, Guoying Gao

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  8. Tailored Zwitterion Electrolyte‐Driven Electric Double Layer Dynamics for Enhanced Ion Retention in Artificial Synapses

    Advanced Functional Materials · 2025-07-31

    Donghwa Lee, Young Un Jeon, Myeongjin An, Junho Sung, Suhyun Gong, Seulki Song, Eunho Lee

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  9. When conductors learn to “think”: The neural evolution of flexible materials

    Matter · 2025-08-01

    Lekun Liu, Fengxian Gao, Dongrui Wang

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  10. Enhanced Performance and In Situ TEM Investigation in High Entropy Alloy Electrode Based Memristors

    Advanced Functional Materials · 2025-08-03

    Jing‐Yuan Tsai, Chun‐Wei Huang, Jui-Yuan Chen, Che‐Hung Wang, Pingping Wu, Jiawei Chen, Yu‐Chen Yang, Tung‐Huan Chou, Kun‐lin Lin, Ying‐Hao Chu, Wen‐Wei Wu

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  11. Bifacially Engineered Perovskite‐Based Synaptic Memristors Achieve High Linearity and Symmetricity for Accurate and Robust Neuromorphic Computing

    Advanced Science · 2025-08-20

    Jang Woo Lee, Liang Cai, Jeong‐Seok Nam, Dawoon Kim, Taehoon Kim, Sihyeok Kim, Jae Ho Lee, Cheolhwa Jang, Sungpyo Baek, Jiye Han, Ki‐Yong Kim, Seongpil An, In Jae Chung, Eunsang Kwon, Sungjoo Lee, Il Jeon

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  12. Integration of Non‐Volatile Multi‐Bit Storage and Logic Computing in GaN Enhancement‐Mode Devices for In‐Memory Computing

    Advanced Functional Materials · 2025-08-28

    Hao Yu, Huangbai Liu, Lei Li, Xinqing Duan, Zehui Peng, Lei Lü, Xinnan Lin, Kuan‐Chang Chang

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  13. Investigations of domain wall dynamics in ladder domain wall devices for neuromorphic computing

    Journal of Applied Physics · 2025-09-04

    Habibur Rahaman, Durgesh Kumar, Ramu Maddu, Bilal Jamshed, Bipul Kumar Mahato, S. N. Piramanayagam

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  14. Memristor devices for next-generation computing: from performance optimization to application-specific co-design

    International Journal of Extreme Manufacturing · 2025-09-09

    Zhaorui Liu, Caifang Gao, Jingbo Yang, Zuxin Chen, Enlong Li, Jun Li, Mengjiao Li, Jianhua Zhang

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  15. Mechanism analysis of phase-change-induced negative differential resistance in BiFeO₃/La₀.₇Sr₀.₃MnO₃ heterojunction-based resistive switching memory devices

    Materials Today Communications · 2025-09-17

    Jie M. Zhang, Yongrong Huang, Yi Luo, Jingwen Yuan, Shunping Shi, Chuanyu Zhang, Bai Tao Sun, Fanggong Cai, Yong Zhao

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  16. Advancements in flexible memristors for neuromorphic computing: Materials, mechanisms, and applications in synaptic emulation

    FlexMat. · 2025-09-23

    Weiwei Li, Chunbo Duan, Ying Wei, Hui Xu

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  17. Universal Neuromorphic Element: NbOx Memristor with Co‐Existing Volatile, Non‐Volatile, and Threshold Switching

    Advanced Functional Materials · 2025-09-25

    Ungbin Byun, Hyesung Na, Sungjun Kim

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  18. Novel Optoelectronic Reconfigurable Transistors Based on Graphene/VO 2 Heterojunction for Efficient Neuromorphic Perception, Computation, and Storage

    Advanced Science · 2025-09-26

    Danke Chen, Yuning Li, Xiaoqiu Tang, Jingye Sun, Xuan Yao, Peizhi Yu, Xue Li, Qing You, Hanyu Wang, He Tian, Tao Deng

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  19. Self-Powered Halide Perovskite Optoelectronic Synaptic Memristors for Reconfigurable Logic and Reservoir Computing Applications

    Nano Letters · 2025-10-16

    Dongsheng Cui, Pusheng Guo, Yumeng Xu, Xiangxiang Gao, Xing Guo, Wei Wei, Zhenhua Lin, Jincheng Zhang, Yue Hao, Jingjing Chang

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  20. Emulating synaptic plasticity in a solution processed Ag-metalized oxide memristor for high-accuracy neuromorphic computing

    Materials Today Nano · 2025-10-19

    Subarna Pramanik, Rajarshi Chakraborty, Sobhan Hazra, Sandeep Dahiya, Souvik Jana, Biswarup Satpati, Bhola Nath Pal

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  21. A Flexible, Broadband Optoelectronic Memristor for Neuromorphic Visual Perception and Intelligent Image Processing

    Advanced Functional Materials · 2025-10-24

    Qian Gao, Haotian Meng, Enxiu Wu, Xinming Zhuang, Yang Li

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  22. Continuous On-Chip Learning in Neural Networks using SOT-MRAM based CIM Architectures

    Unknown journal · 2025-10-26

    Anubha Sehgal, Sandeep Soni, Sumit Diware, Alok Kumar Shukla, Sourajeet Roy, Rajendra Bishnoi

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  23. Bayesian Neural Network Realization by Exploiting Random Noise and Mitigating the Impact of Conductance Drift of PCM

    Advanced Materials Technologies · 2025-11-08

    Xin‐Yu Yang, Yu Lei, Jin‐Zhe Tan, Li Xie, Qian Wang, Yonghui Zheng, Houpeng Chen, Zhuojun Chen, Zouhao Song

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  24. Designing Asymmetric Memristive Behavior in Proton Mixed Conductors for Neuromorphic Applications

    Advanced Functional Materials · 2025-11-23

    Nada H. A. Besisa, Masaki Tsuji, Yoshihiro Furue, Yifan Geng, Satya Prakash Pati, Satoshi Hamasuna, Takeaki Yajima

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  25. Atmospheric neutron irradiation effects on conductance update linearity of Mg:HfO x (9 at. %)-based memristive synapse

    Applied Physics Letters · 2025-12-01

    J.J. Li, Huangcan Feng, Hongjia Song, Linyan Yao, Jiaxi Liu, Xiangli Zhong, Jinbin Wang

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  26. Review of Memristors for In‐Memory Computing and Spiking Neural Networks

    Advanced Intelligent Systems · 2025-12-02

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  27. Neuromorphic iontronic devices based on soft ionic conductors

    Chemical Society Reviews · 2025-12-03

    Li Wang, Yide Jiao, Hongjie Zhang, Yaqing Liu, Yujia Zhang, Peiyi Wu, Kai Xiao

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  28. Combinatorial Screening of Anodically Formed Ti–Hf Oxides for Interfacial Memristive Switching

    ACS Applied Electronic Materials · 2025-12-08

    Elena Atanasova, Alexey Minenkov, Andreas Greul, Achim Walter Hassel, Andrei Ionut Mardare

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  29. Humidity‐Gated Memristive Dynamics Enabling Near‐Sensor Spiking Computation for Wind Direction and Noise‐Resilient Speech Recognition

    Advanced Materials · 2025-12-09

    Ziyu Lv, Hanning Wang, Jialu Zheng, Xiaojin Zhao, Guanglong Ding, Yan Wang, Yongbiao Zhai, Qiyan Zhang, Ye Zhou, Wallace C. H. Choy, Su‐Ting Han

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  30. Atomic‐Scale Mechanisms of Multi‐Resistance States in HfO x ‐Based RRAM: Evolution of Atomic Electric Fields and Oxygen Vacancies

    Advanced Science · 2025-12-22

    Wen Sun, Yuyan Wang, Ruofei Hu, Yuyao Lu, Jun Xu, Xinyi Li, Bin Gao, He Qian, Jianshi Tang, Huaqiang Wu

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  31. Robust Sb 2 Se 3 /Hafnium Zirconium Oxide Synaptic Memristors with Dynamic Learning Rate Strategy for Generalizable Neuromorphic Networks

    Advanced Functional Materials · 2025-12-30

    S. S. Jiang, Yanqin Yang, Jiahao Gu, Jinling Zhang, Xingyu Chen, Ziyan Zhang, Jian Su, Jianhua Qiu, Huafei Guo, Quan Xu, Yun Li

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  32. Fully‐Printed Transparent InGaO Neuromorphic Visual Systems for Solar‐Blind Bichromatic In‐Sensor Computing

    Advanced Functional Materials · 2026-01-10

    Fan Cheng, Dongdong Zhang, Ze Nan, Miao Zhang, PeiSze Tan, Yuekai Hao, Jianxin Hua, Jingjing Ji, Wei Wei, Jingjing Chang

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  33. Ultraviolet‐Regulated Synaptic‐Neuronal Function Reconfigurable Transparent Memristor for Neuromorphic Computing Hardware

    Advanced Functional Materials · 2026-01-19

    Guocheng Zhang, Zili Zeng, Yujie Yan, Jianchuan Tang, Hongyu Wang, Changqiang Su, Xin Yi, Xianghong Zhang, Yuanyuan Hu, Huipeng Chen

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  34. Electrode‐Engineered Dual‐Mode Multifunctional Lead‐Free Perovskite Optoelectronic Memristors for Neuromorphic Computing

    Advanced Electronic Materials · 2026-01-26

    Michalis Loizos, Konstantinos Rogdakis, Konstantinos Chatzimanolis, Katerina Anagnostou, Emmanuel Kymakis

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  35. Ultra-robust Y-doped hafnium oxide ferroelectric memristors for intelligent edge computing

    Science China Materials · 2026-01-27

    Biao Yang, Weifeng Zhang, Pengfei Li, Yongqing Jia, Xiaobing Yan

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  36. Memristive neural network circuit with fault tolerance for character recognition

    Chinese Physics B · 2026-01-30

    Mei Guo, Liu Jikang, Xu Jingzhi

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  37. Celebrating 20 Years of SAINT: Leading the Future of Nanoscience through Convergence and Innovation

    ACS Nano · 2026-02-04

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  38. Multibit Ferroelectric HfZrO Memcapacitor for Non‐Volatile Analogue Memory and Reconfigurable Electronics

    Advanced Functional Materials · 2026-02-04

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  39. Heterogeneous Integration Strategies of Beyond‐von Neumann Neuromorphic Electronics for Sensory in‐Memory Computing

    Advanced Functional Materials · 2026-02-15

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  40. Brain‐Inspired CMOS‐Compatible ZnSnO Synaptic Array with Ultra‐High PPF for Versatile Neuromorphic Computing

    Advanced Functional Materials · 2026-02-16

    Liang Xie, Yanan Liu, Shuhuan Hao, Yuqiang Zhao, Dong Li, Haoran Li, Giyosiddin Khaydarovich Mavlonov, С. Б. Исамов, Jun Li, Jianhua Zhang

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  41. Ultra-High-Rectification Self-Rectifying Volatile Memristor for Artificial Nociceptor Applications

    IEEE Electron Devices Technology & Manufacturing Conference (EDTM) · 2026-03-01

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  42. Imitating neuro-plasticity in SrTiO3 based synaptic optoelectronic memristor for in-memory computing applications

    Journal of Applied Physics · 2026-03-09

    Phan Ai Linh Uong, Stephen Ekaputra Limantoro, Saransh Shrivastava, Hans Juliano, Tseung‐Yuen Tseng

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  43. The potential of semiconducting oxides in comparison to insulating oxides for memristor applications

    APL Materials · 2026-04-01

    Krishna Rudrapal, Alwin Daus

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  44. Recent advances in zero-power optoelectronic synapses with potential for wearable neuromorphic platforms

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  45. A review on memristor-based in-sensor computing for neuromorphic and edge intelligence

    Nano Energy · 2026-05-06

    Hammad Ghazanfar, Muhammad Rabeel, Honggyun Kim, Honggyun Kim, Haider Abbas, Muhammad Anis-ur-Rehman, Sobia Nisar, Muhammad Shoaib Tahir, Muhammad Wajid Zulfiqar, Rana Faryad Ali, Ghulam Dastgeer, Deok‐kee Kim

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  46. Tri‐Phase in‐Material Reconfigurable Neuromorphic Devices for Extreme Environmental Adaptive Perception

    Advanced Functional Materials · 2026-05-22

    Shijie Chen, Qi Wang, Huanjun Lu, Lixuan Liu, Zheng Xu, C Zhang, Xicheng Guo, Fangchao Li, Chun Zhi Zhao, Y T Li, Chunlan Ma, Wan Qian, Y T Li, Huipeng Chen

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  47. Crystallization-Driven Stable Resistive Switching and Reproducible Synaptic Learning in GeSe-Based Artificial Synapses

    ACS Applied Materials & Interfaces · 2026-05-26

    Girish U. Kamble, Somnath Suhas Kundale, Dhanaji Balaso Malavekar, Vijay B. Patil, Tukaram Dattatray Dongale, Jun Hong Park, Jin Hyeok Kim

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  48. Monolithic Integration of Reliable Memristor Arrays and a Homogeneous 1T1R Unit Using All-Solution-Processed MoS 2

    Nano Letters · 2026-06-05

    Xinfei Guan, Xu Jing, Yuqing Zhang, Wentao Zhou, Chang Liu (35901), Zixiang Mao, Xuyan Zhang, Rui Yang, Li Tao

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  49. Neuromorphic Behaviors with Nanofluidic Memristor-Coupled Hodgkin–Huxley Neurons

    The Journal of Physical Chemistry Letters · 2026-06-08

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  50. Dual-Mechanism Synergistic Regulation and Performance Optimization of Lead Sulfide Quantum Dot Coatings in Optoelectronic Memristors

    Coatings · 2026-06-15

    R K Li, Xinhe Jiang, Xuhao Zhao, Huiyun Zhang, Qingyu Xu, Guangyu Wang

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