Pattern classification by memristive crossbar circuits using ex situ and in situ training
Alibart, Fabien, Zamanidoost, Elham, Strukov, Dmitri B.·2013·Nature Communications
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- Liquid ferrofluid synapses for spike-based neuromorphic learningCharanraj Mohan, Marco Crepaldi, Diego Torazza, Andrew Adamatzky, Gisya Abdi, Aleksandra Szkudlarek, Alessandro Chiolerio · 2025 · Materials Horizons
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- Bring memristive in-memory computing into general-purpose machine learning: A perspectiveHouji Zhou, Jia Chen, Jiancong Li, Ling Yang, Yi Li, Xiangshui Miao · 2023 · APL Machine Learning
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- Non von Neumann computing conceptsGhazi Sarwat Syed, Manuel Le Gallo, Abu Sebastian · 2024 · Elsevier eBooks
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- Ex-situ programming in a neuromorphic memristor based crossbar circuitChris Yakopcic, Tarek M. Taha · 2015 · IEEE National Aerospace and Electronics Conference (NAECON)
- Memristor design rules for dynamic learning and edge processing applicationsÁngel Yanguas-Gil · 2019 · APL Materials
- Electrical conduction mechanisms of metal / high- T c superconductor (YBCO) interfacesL F Lanosa, H Huhtinen, P Paturi, C Acha · 2020 · Journal of Physics Condensed Matter
- Device-aware Circuit Design for Robust Memristive Neuromorphic Systems with STDP-based LearningSagarvarma Sayyaparaju, Md Musabbir Adnan, Sherif Amer, Garrett S. Rose · 2020 · ACM Journal on Emerging Technologies in Computing Systems
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- A generalized model of TiO x -based memristive devices and its application for image processingJiangwei Zhang, Zhensen Tang, Nuo Xu, Yao Wang, Honghui Sun, Zhiyuan Wang, Liang Fang · 2017 · Chinese Physics B
- Implementing the on-chip backpropagation learning algorithm on FPGA architectureHuan Minh Vo · 2017 · International Conference on System Science and Engineering
- RRAM/CMOS-Hybrid Architecture of Annealing Processor for Fully Connected Ising ModelShogo Matsumoto, Hidenori Gyoten, Masayuki Hiromoto, Takashi G. Sato · 2018 · IEEE International Memory Workshop (IMW)
- Synchronization of neural networks with memristor-resistor bridge synapses and Lévy noiseLiangchen Li, Rui chao Xu, Qintao Gan, Jiazhe Lin · 2021 · Neurocomputing
- The Impact of Device Uniformity on Functionality of Analog Passively-Integrated Memristive CircuitsZahra Fahimi, Mohammad Reza Mahmoodi, Michael Klachko, Hussein Nili, Dmitri B. Strukov · 2021 · IEEE Transactions on Circuits and Systems I Regular Papers
- Reservoir Computing with Planar Nanomagnet ArraysPeng Zhou, Nathan McDonald, Alexander J. Edwards, Lisa Loomis, Clare Thiem, Joseph S. Friedman · 2020 · arXiv (Cornell University)
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- A Hybrid CMOS-Memristive Approach to Designing Deep Generative ModelsVivek Parmar, Manan Suri · 2020 · IEEE Transactions on Neural Networks and Learning Systems
- Oxide Memristors for Brain-inspired ComputingXia Zhuge, Renxiang ZHU, Jianmin WANG, Jingrui Wang, Fei Zhuge · 2023 · Journal of Inorganic Materials
- Self-Organization in Autonomous, Recurrent, Firing-Rate CrossNets With Quasi-Hebbian PlasticityThomas J. Walls, Konstantin K. Likharev · 2013 · IEEE Transactions on Neural Networks and Learning Systems
- Memristor crossbar based unsupervised trainingRaqibul Hasan, Tarek M. Taha · 2015 · IEEE National Aerospace and Electronics Conference (NAECON)
- Low Power Memristor Crossbar Based Winner Takes All CircuitB. Rasitha Fernando, Raqibul Hasan, Tarek M. Taha · 2018 · International Joint Conference on Neural Networks (IJCNN)
- Organic Memristive Devices for Neuromorphic ApplicationsSilvia Battistoni · 2020 · BioNanoScience
- A Memristive Activation Circuit for Deep Learning Neural NetworksAnu Bala, Xiaohan Yang, Adedotun Adeyemo, Abusaleh M. Jabir · 2018 · International Symposium on Embedded Computing and System Design (ISED)
- Deep neural network inference on an integrated, reconfigurable photonic tensor processorLennart Meyer, Jelle Dijkstra, Simon Tebeck, Liam McRae, Niklas Bahr, Daniel Steinmeyer, Sergey N. Koptyaev, Johana Bernasconi, Nikolay G. Pavlov, Maxim Karpov et al. · 2026 · Nature Communications
- SpiMAM: CMOS Implementation of Bio-Inspired Spiking Multidirectional Associative Memory Featuring In-Situ LearningSahibia Kaur Vohra, Mahendra Sakare, Alex Pappachen James, Devarshi Mrinal Das · 2024 · IEEE Transactions on Circuits and Systems I Regular Papers
- SITU: Stochastic input encoding and weight update thresholding for efficient memristive neural network in-situ trainingXuening Dong, Brian Chen, Roman Genov, Mostafa Rahimi Azghadi, Amirali Amirsoleimani · 2024 · Neurocomputing
- Computational verification of approximate probabilistic estimates of operational efficiency of random neural networksIakov Karandashev, Witali L. Dunin-Barkowski · 2015 · Optical Memory and Neural Networks
- Novel design for the odd-symmetric memristor from asymmetric switchesPeifu Cheng, Yun Hang Hu · 2015 · Journal of Materials Chemistry C
- Area of Hysteresis Loop of a Generic Memristor EmulatorNune Pratyusha, Santanu Mandal, Rohit Bhargav Peesa, Mohammed Suhail · 2019 · International Conference on Smart and Sustainable Technologies (SpliTech)
- Vector multiplications using memristive devices and applications thereofMohammed Affan Zidan, Wei Dong Lu · 2020 · Elsevier eBooks
- Multilevel memristor based matrix-vector multiplication: influence of the discretization methodAntonio Javier Pérez-Ávila, Eduardo Pérez, J.B. Roldán, Christian Wenger, F. Jiménez-Molinos · 2021 · Spanish Conference on Electron Devices
- Single-Electron Tunneling PbS/InP Heterostructure Nanoplatelets for Synaptic OperationsPaulo F. Jarschel, Jin Ho Kim, Louis Biadala, Maxime Berthe, Yannick Lambert, Richard M. Osgood, Gilles Patriarche, Bruno Grandidier, Jimmy M. Xu · 2021 · ACS Applied Materials & Interfaces
- An enhanced Verilog-A compact model for bipolar RRAMs including transient thermal effects and series resistanceDavid Maldonado, F. Jiménez-Molinos, J.B. Roldán, Mireia Bargalló González, F. Campabadal · 2022 · Conference on Design of Circuits and Integrated Systems
- Ion Intercalation Enabled Tunable Frequency Response in Lithium Niobite MemristorsA. Ghosh, Alex S. Weidenbach, Bill Zivasatienraj, T. M. McCrone, W. Doolittle · 2023 · IEEE Transactions on Electron Devices
- Experimental Study of Memristors for use in Neuromorphic ComputingAyesha Zaman, Eunsung Shin, Chris Yakopcic, Tarek M. Taha, Guru Subramanyam · 2018 · IEEE National Aerospace and Electronics Conference (NAECON)
- Lagrange stability for uncertain memristive neural networks with Lévy noise and leakage delayLI Liang-Chen, Rui chao Xu, Jiazhe Lin · 2020 · Physica A Statistical Mechanics and its Applications
- Emerging CMOS compatible memristor for storage technology and neuromorphic computing applicationsZhenlong Wang, Zhigang Rick Li, Zhipeng Xia, Xiao Sun, Jialin Meng, Tianyu Wang · 2025 · Chip
- All-2D materials-based 1T1M cells with threshold switching for electronic neuronsBin Yuan, Kaichen Zhu, Tingting Han, Sebastian Matias Pazos, Mario Lanza · 2024 · Microelectronic Engineering
- A Parallel Read-Write Circuit With Fast Amplitude-Adaptive Matching Scheme to Memristor Crossbar ArrayNingye Jiang, Mingxuan Jiang, Haoen Huang, Le Yang, Yi Huang, Zhigang Zeng · 2025 · IEEE Transactions on Circuits and Systems I Regular Papers
- Memristive device based learning for navigation in robotsMohammad Sarim, Manish Kumar, Rashmi Jha, Ali A. Minai · 2017 · Bioinspiration & Biomimetics
- Memristive and biological synaptic behavior in transition metal dichalcogenide-WS2 nanostructures: A reviewAmarjit Khuraijam, Vipin Kumar, N. C. Halder, Anoop Kumar Mukhopadhyay · 2022 · Materials Today Proceedings
- An Aqueous Analog MAC MachineWoo‐Bin Jung, Han Sae Jung, Jun Wang, Henry Hinton, Maxime Fournier, Adrian M. Horgan, Xavier Godron, Robert Nicol, Donhee Ham · 2022 · Advanced Materials
- Difficulties and approaches in enabling learning-in-memory using crossbar arrays of memristorsWei Juan Wang, Yang Li, Ming Wang · 2024 · Neuromorphic Computing and Engineering
- Efficient in situ learning of hybrid LIF neurons using WTA mechanism for high-speed low-power neuromorphic systemsSyed Ali Hussain, P N S B S V Prasad, Pradyut Kumar Sanki · 2024 · Physica Scripta
- Memristor devices for use in neuromorphic systemsShu Wang, Weisong Wang, Chris Yakopcic, Eunsung Shin, Tarek M. Taha, Guru Subramanyam · 2016 · IEEE National Aerospace and Electronics Conference (NAECON)
- Experimental Demonstration of Firing Rate Neural Networks Based on Metal-Oxide Memristive CrossbarsFarnood Merrikh Bayat, M. Prezioso, Bhaswar Chakrabarti · 2017 · Springer eBooks
- Analysis of Lithium Niobate Memristor Devices for Neuromorphic ProgramabilityAyesha Zaman, Chris Yakopcic, Shu Wang, Eunsung Shin, Weisong Wang, Tarek M. Taha, Guru Subramanyam · 2019 · IEEE National Aerospace and Electronics Conference (NAECON)
- Mitigating State-Drift in Memristor Crossbar Arrays for Vector Matrix MultiplicationAmirali Amirsoleimani, Tony Liu, Fabien Alibart, Serge Eccofey, Yao‐Feng Chang, Dominique Drouin, Roman Genov · 2021 · IntechOpen eBooks
- BATMANN: A Binarized-All-Through Memory-Augmented Neural Network for Efficient In-Memory ComputingYuan Ren, Rui Lin, Jie Ran, Chang Liu, Chaofan Tao, Zhongrui Wang, Can Li, Ngai Wong · 2021 · IEEE International Conference on ASIC (ASICON)
- State-Space Modeling and Tuning of Memristors for Neuromorphic Computing ApplicationsMing-Jay Yang, John Paul Strachan · 2023 · International Conference on Neuromorphic Systems (ICONS)
- Three-Dimensional Memristor-Based Crossbar Architecture for Capsule Network ImplementationYi Huang, Rui Hu, Zhigang Zeng · 2018 · International Conference on Information Science and Technology
- Heterogeneous CMOS/memristor hardware neural networks for real-time target classificationCory E. Merkel, Dhireesha Kudithipudi, Ray Ptucha · 2014 · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE
- Design techniques of eNVM-enabled neuromorphic computing systemsChang Song, Beiye Liu, Chenchen Liu, Hai Helen Li, Yiran Chen · 2016 · IEEE International Conference on Computer Design: VLSI in Computers and Processors (ICCD)
- Methods for high resolution programming in lithuim niobate memristors for neuromorphic hardwareChris Yakopcic, Shu Wang, Weisong Wang, Eunsung Shin, Guru Subramanyam, Tarek M. Taha · 2017 · International Joint Conference on Neural Networks (IJCNN)
- A Neuromorphic Design Using Chaotic Mott Memristor with Relaxation OscillationBonan Yan, Xiong Cao, Hai Helen Li · 2018 · ACM/IEEE Design Automation Conference (DAC)
- Neuromemristive Multi-Layer Random Projection Network with On-Device LearningAbdullah M. Zyarah, Dhireesha Kudithipudi · 2019 · International Joint Conference on Neural Networks (IJCNN)
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- All-Optical photonic crystal neuromorphic synapses using phase change materialAmir Hossein Abdollahi Nohoji, Parviz Keshavarzi, Mohammad Danaie · 2025 · Analog Integrated Circuits and Signal Processing
- Multiferroic antiferromagnetic artificial synapseJohn Nance, Kawsher A. Roxy, Sanjukta Bhanja, Greg P. Carman · 2022 · Journal of Applied Physics
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- Threshold plasticity of SOI-GST microring resonatorsZiling Fu, Zhi Wang, Peter Bienstman, Rui Jiang, Tao Jia, Huiying Wang, Chao Shang, Chongqing Wu · 2023 · Optics Express
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- Hybrid Perovskite-Based Memristor DevicesMansi Patel, Jeny Gosai, Nitin Kaduba Chaudhari, Ankur Solanki · 2023 · IntechOpen eBooks
- Analyzing the impact of parasitics on a CMOS-Memristive crossbar neural network based on winner-take-all and Hebbian ruleSherin Ann Thomas, Rohit Sharma, Devarshi Mrinal Das · 2023 · Memories - Materials Devices Circuits and Systems
- Selector-less crossbar array resistive RAM based on TiO2 fabricated by photochemical metal-organic depositionYu Min Lee, Byeong Min Lim, 이홍섭 · 2023 · Journal of Alloys and Compounds
- Memristor crossbar-based learning method for ex situ training in neural networksAnu Bala, Xiaohan Yang, Adedotun Adeyemo, Saurabh Khandelwal, Abusaleh M. Jabir · 2024 · Elsevier eBooks
- A Circuit Implementation Method for Memristor Crossbar with On-chip TrainingYonglei Zhao, Guoyong Shi · 2018 · IEEE Asia Pacific Conference on Circuits and Systems (APCCAS)
- Memristive in Situ ComputingOmid Kavehei, Efstratios Stan Skafidas, Kamran Eshraghian · 2013 · Springer eBooks
- Memristor crossbar based winner take all circuit design for self-organizationRaqibul Hasan, Tarek M. Taha · 2017
- Multilayer Neural Network with Synapse Based on Two Successive MemristorsMinh-Huan Vo · 2018 · The Open Electrical & Electronic Engineering Journal
- Complex network dynamics in self-assembled atomic-switch networks: prospects for neuromorphic computationSaurabh K. Bose, Shota Shirai, Joshua B. Mallinson, Susant Kumar Acharya, Edoardo Galli, S. A. Brown · 2018 · IEEE International Conference on Nanotechnology (IEEE-NANO)