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• Multidimensional and reconfigurable optical neuromorphic computing using perovskite-based all-photonic synapses
  crossref Jiangzhi Zi, Jie Sun, Bing Yang, Fangzhen Hu 等 2026-02-18T23:06:02Z 置信度 0.70
• A Lightweight Multi-modal Emotion Recognition Network Based on Multi-task Learning
  crossref Peisong Liu, Xiaoping Wang 2021-11-29T20:59:32Z 置信度 0.70
• Special Issue on Neuromorphic Computing, <i>IEEE Electron Devices Magazine</i> [From the Editor]
  crossref J. Joshua Yang 2023-10-04T17:37:24Z 置信度 0.70
• Memristor-Based Analog Multiplier
  crossref Jun Lei, Le Yang, Zhixia Ding, Sai Li 等 2024-03-19T18:09:52Z 置信度 0.70
• Editorial: Brain-inspired computing: from neuroscience to neuromorphic electronics for new forms of artificial intelligence
  europepmc Daniela Gandolfi, Jonathan Mapelli, Francesco Maria Puglisi 2025 置信度 0.80
• Brain Inspired Episodic Memory Deep Q-Networks for Sparse Reward
  crossref Xinyu Wu, Chaoqiong Fan, Tianyuan Jia, Xia Wu 2024-03-19T18:09:52Z 置信度 0.70
• Low-power 3-D IC-based spiking neural network
  crossref Nguyen Ngo-Doanh, Akram Ben Ahmed, Abderazek Ben Abdallah, Khanh N. Dang 2025-11-14T15:03:10Z 置信度 0.70
• JAQA: Building a Joint Alliance of Quantum Assurance for Future-Proof Cybersecurity, Energy Optimization, and Precision Healthcare Leveraging Post-Quantum Cryptography, Neuromorphic Computing, 6G, and XR Technologies in Kerala and India
  The accelerating convergence of disruptive technologies necessitates innovative frameworks for national security, sustainable development, and advanced public services. This paper details the strategic design and implementation of JAQA, a Joint Alliance of Qua…
  crossref Amit Suresh 2025-10-22T20:06:28Z 置信度 0.70
• Clustering Classification on FPGAs for Neuromorphic Feature Extraction
  crossref Luke Kljucaric, Alan D. George 2023-07-10T18:14:13Z 置信度 0.70
• Computing with networks of spiking neurons on a biophysically motivated floating-gate based neuromorphic integrated circuit
  crossref S. Brink, S. Nease, P. Hasler 2013-03-08T11:45:24Z 置信度 0.70
• Wafer-Scale All-Silicon Self-Rectifying Memristor for Synaptic Response and Reservoir Computing.
  Silicon p-n junctions have remained an indispensable building block of electronics since their invention in the Shockley days. Likewise, an abrupt p-n junction has served as a foundational model in semiconductor textbooks. In this work, we report on an p-n jun…
  europepmc 2026 置信度 0.80
• CMOS-Compatible AlScN Memristor on Silicon Exhibiting Short-Term Memory for Reservoir Computing.
  europepmc 2026 置信度 0.80
• Threshold Voltage Modulation and Performance Enhancement in Indium Gallium Zinc Oxide/hafnium Zirconium Oxide Ferroelectric Field-Effect Transistors via Interface Dipole Engineering.
  europepmc 2026 置信度 0.80
• Mechanically Durable Intrinsically Stretchable Neuromorphic Devices via Molecular Microstructure Design.
  europepmc 2026 置信度 0.80
• 2D Materials Powering Neuromorphic Intelligence.
  The exponential demand for energy-efficient and adaptive computing architectures drives the evolution of artificial intelligence (AI) and machine learning (ML). Neuromorphic computing, inspired by biological neural networks, overcomes the limitations of tradit…
  europepmc 2026 置信度 0.80
• Photon-controlled memristive synapses: recent progress toward brain-inspired neuromorphic computing.
  This review highlights recent advances in optoelectronic memristive synapses, detailing the underlying mechanisms, materials, device architectures, performance metrics, and applications, along with challenges and future trends.
  europepmc Pradnya P. Patil, Tejas Dhanalaxmi Raju, Kiran A. Nirmal, Tukaram D. Dongale 等 2026 置信度 0.80
• Physically reconfigurable synaptic plasticity and learning in stretchable neuromorphic systems.
  europepmc 2026 置信度 0.80
• Hierarchical Multi-Mode Computing in Interlayer-Coupled 3D RRAM Crossbar Arrays.
  europepmc 2026 置信度 0.80
• Light-Programmable IGZO Optoelectronic Memristor for Multifunctional Neuromorphic Computing.
  europepmc Heeseong Jang, Seohyeon Ju, Youngseo Lee, Minsu Ko 等 2026 置信度 0.80
• Opto-Ferroelectric Coupling Enhanced α-In&lt;sub&gt;2&lt;/sub&gt;Se&lt;sub&gt;3&lt;/sub&gt; Transistors With Light-Controlled Mode Switchover.
  europepmc 2026 置信度 0.80
• Path-Decoupled Cation-Eutaxy III-V van der Waals Memristive Semiconductors for Mitigating the Neuromorphic Accuracy-Energy Trade-off.
  europepmc 2026 置信度 0.80
• Bulk Spin-Orbit Torque-Driven Spin Hall Nano-Oscillators Using PtBi Alloys with Engineered Crystallinity.
  europepmc 2026 置信度 0.80
• Monolithic 3D-Integrated All-Solid Ion-Gated Carbon Nanotube Transistors With Tunable Ionic Conductance for Multi-Timescale Reservoir Computing.
  europepmc 2026 置信度 0.80
• Controllable and Cost-Efficient Three-Terminal GaN Nano-Synapse for Brain-Inspired Computing.
  europepmc 2026 置信度 0.80
• Nanolaminate Ferroelectric Transistor Enabling Wide-Reservoir In Sensor Neuromorphic Vision.
  europepmc 2026 置信度 0.80
• Bipolar Switching and Synaptic Behaviors Observed in Titanium-Constrained Phase-Change Heterostructures.
  europepmc 2026 置信度 0.80
• From solar cells to memristors: halide perovskites as a platform for neuromorphic electronics.
  europepmc 2026 置信度 0.80
• Twelve-inch electrically anisotropic boridene for optoelectronic computing.
  europepmc 2026 置信度 0.80
• Federated training of spiking neural networks on edge hardware for audio processing.
  Spiking Neural Networks have caught significant attention recently for their potential for energy-efficient computation on neuromorphic hardware and their event-driven processing. Spiking Neural networks employ spike-based learning paradigms, which require spe…
  europepmc Swaroop S. Kaimal, Ashwin JB, S. Sofana Reka, Prakash Venugopal 2026 置信度 0.80
• Anisotropic Memristive Switching in NbOCl&lt;sub&gt;2&lt;/sub&gt; Enabled by Directional Oxygen Ion Migration.
  europepmc 2026 置信度 0.80
• Monolithically-Fabricated All-2D PdSe&lt;sub&gt;2&lt;/sub&gt; Bendable Arrays With Seamless Interfaces for Multifunctional Flexo-Opto-Electronics.
  europepmc 2026 置信度 0.80
• In-Situ TEM Studies of Halide Perovskite Memristors: Mechanistic Insights and Future Directions.
  europepmc 2026 置信度 0.80
• Hydrogen-Stabilized Self-Rectifying Memristor Arrays for Reliable Multilevel Synapses in Transformer-Based Keyword Spotting.
  europepmc 2026 置信度 0.80
• Molecularly Engineered Memristors for Reconfigurable Neuromorphic Functionalities.
  europepmc 2026 置信度 0.80
• Organic Phototransistor Photonic Synapses for Artificial Vision.
  The von Neumann architecture faces significant limitations, including low transmission efficiency and high energy consumption, when handling large-scale data and unstructured problems. Benefiting from the inherent merits of optical signals including high bandw…
  europepmc 2026 置信度 0.80
• Triple-Mode Ferroelectric Thin-Film Transistor for Hybrid Electrical-Optical Reservoir Computing.
  europepmc 2026 置信度 0.80
• Low-leakage volatile threshold switching in Gr/CIPS/h-BN/Au van der Waals heterostructure via atomic-scale geometric confinement.
  europepmc 2026 置信度 0.80
• Self-Powered Neuromorphic Touch Sensors Based on Triboelectric Devices: Current Approaches and Open Challenges.
  ABSTRACT Advanced neuromorphic systems mimicking the human sensory and nervous system will enable artificial perception for intelligent robotics and human machine interfaces. Among sensing modalities, tactile perception is crucial for replicating human somatos…
  europepmc Fabrizio Torricelli, Giuseppina Pace 2026 置信度 0.80
• Multisensory Neuromorphic Devices: From Physics to Integration.
  Abstract The increasing complexity of intelligent sensing environments, driven by the growth of Internet of Things technologies, has created a strong demand for neuromorphic systems capable of real-time, low-power multisensory perception. Traditional sensory a…
  europepmc An Gui, Haoran Mu, Rong Yang, Guangyu Zhang 等 2026 置信度 0.80
• Coupled ferroelectric-anisotropic optoelectronic synapse for polarization-sensitive neuromorphic vision.
  Polarization-sensitive photodetection and non-volatile memory are both vital for neuromorphic vision hardware but are rarely integrated within a single device. This challenge arises from interfacial instabilities and depolarization fields at the 2D/ferroelectr…
  europepmc 2026 置信度 0.80
• Ferroelectric Transistors: from Materials Innovation to Intelligent Electronic Systems.
  europepmc 2025 置信度 0.80
• Two-Dimensional MXene-Based Advanced Sensors for Neuromorphic Computing Intelligent Application.
  Abstract As emerging two-dimensional (2D) materials, carbides and nitrides (MXenes) could be solid solutions or organized structures made up of multi-atomic layers. With remarkable and adjustable electrical, optical, mechanical, and electrochemical characteris…
  europepmc Lin Lu, Bo Sun, Zheng Wang, Jialin Meng 等 2025 置信度 0.80
• Advancing neuroengineering with Neuromorphic Twins.
  europepmc 2026 置信度 0.80
• Harnessing glycol-alkyl copolymerization to realize nonvolatile and biologically relevant synaptic behaviors.
  Organic electrochemical synaptic transistors (OESTs) are attracting growing attention for neuromorphic computing, yet their long-term stability remains constrained by uncontrolled ion dynamics. Previous studies have incorporated glycol side chains to facilitat…
  europepmc 2026 置信度 0.80
• Oxide Semiconductor Thin-Film Transistors for Low-Power Electronics.
  Low power consumption has become an essential criterion in the development of next-generation electronics, driven by the growing adoption of Internet of Things, wearables, and portable platforms. Oxide semiconductor thin-film transistors (TFTs) have become mos…
  europepmc 2026 置信度 0.80
• Sub-2 nm Equivalent-Oxide-Thickness Ferroelectric Transistors for Cryogenic Memory and Computing.
  europepmc 2026 置信度 0.80
• Advanced Design for High-Performance and AI Chips.
  Recent years have witnessed transformative changes brought about by artificial intelligence (AI) techniques with billions of parameters for the realization of high accuracy, proposing high demand for the advanced and AI chip to solve these AI tasks efficiently…
  europepmc 2025 置信度 0.80
• What is next for LLMs? Pushing the boundaries of next-gen AI computing hardware with photonic chips.
  Large language models (LLMs) are rapidly pushing the limits of contemporary computing hardware. For example, training GPT-3 has been estimated to consume around 1,300 MWh of electricity, and projections suggest future models may require city-scale (gigawatt) p…
  europepmc 2025 置信度 0.80
• Mechanical Properties Analysis of Flexible Memristors for Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Overcoming Volatility in Ion Gel via Ag Doping for Nonvolatile Memristive Switching.
  Ion-gel-based memory devices can effectively change their resistance states even at low voltages, owing to the rapid mobility of ions and the formation of an electric double layer. However, their volatile characteristics limit their use in nonvolatile memory a…
  europepmc 2026 置信度 0.80
• Adaptive and lightweight surrogate gradients: enhancing training efficiency of spiking neural networks.
  europepmc 2026 置信度 0.80
• Tunable Switching Mechanisms in HfZrO&lt;sub&gt;2&lt;/sub&gt;-Based Tunnel Junctions for High-Performance Synaptic Arrays.
  europepmc 2026 置信度 0.80
• Falcon Vision-Inspired Ultrafast Traffic Obstacle Avoidance Based on 2D Edge-Rich van der Waals Heterostructures.
  europepmc 2026 置信度 0.80
• Ultrafast switching and high-endurance nonvolatile memory enabled by intrinsic switchable polarization in semiconducting Janus monolayers.
  europepmc 2026 置信度 0.80
• A Vertical Molecular Synaptic Transistor with Redox-Induced Analog States.
  europepmc 2026 置信度 0.80
• High-frequency all-optical oscillators based on silicon photonic crystal nanobeam cavities.
  europepmc 2025 置信度 0.80
• Hybrid WS&lt;sub&gt;2&lt;/sub&gt;-Based Memristor With Tunable Conductance Modulation for Neuromorphic and Nociceptive Learning.
  europepmc 2025 置信度 0.80
• Event-Based Vision Application on Autonomous Unmanned Aerial Vehicle: A Systematic Review of Prospects and Challenges.
  europepmc 2025 置信度 0.80
• Beyond mimicry: a framework for evaluating genuine intelligence in artificial systems.
  Current AI benchmarks often equate mimicry with genuine intelligence, emphasizing task performance over the underlying cognitive processes that enable human-like understanding. The Machine Perturbational Complexity & Agency Battery (mPCAB) introduces a new, su…
  europepmc 2025 置信度 0.80
• System-level integration of halide perovskite optoelectronics for its commercial deployment.
  Halide perovskites have emerged as a compelling material for a broad range of optoelectronic applications, including light-emitting diodes, phototransistors, light-sensing and imaging systems. To enable practical application and compatibility with existing con…
  europepmc 2026 置信度 0.80
• Recent Advances in Optoelectronic Synaptic Devices for Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Perovskite Microwires for Room Temperature Exciton-Polariton Neural Network.
  europepmc 2025 置信度 0.80
• Co-Stimuli-Driven 2D WSe&lt;sub&gt;2&lt;/sub&gt; Optoelectronic Synapses for Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Multimodal In-Sensor Computing with Dual-Phase Organic Synapses for Wearable Fitness Monitoring.
  europepmc 2026 置信度 0.80
• Brain-inspired energy efficient technologies for next-generation artificial intelligence.
  Since the advent of widely accessible AI tools, AI technology has been in high demand by businesses, academic researchers and individuals. Technology companies are building AI infrastructure at a rapid pace, and these facilities consume vast and growing resour…
  europepmc 2026 置信度 0.80
• Electronically Driven Magnetoelectric Coupling in Co/La:Hf&lt;sub&gt;0.5&lt;/sub&gt;Zr&lt;sub&gt;0.5&lt;/sub&gt;O&lt;sub&gt;2&lt;/sub&gt; Heterostructures for Energy-Efficient Neuromorphic Computing.
  europepmc 2026 置信度 0.80
• Metrics for spin-based computing.
  europepmc 2026 置信度 0.80
• Artificial intelligence meets brain theory (again).
  After noting the cybernetic origins of Kybernetik/ Biological Cybernetics, we respond to the Editorial by Fellous et al. (2025) and then analyze talks from the NIH BRAIN NeuroAI 2024 Workshop to get one "snapshot" of the state of the conversation between Artif…
  europepmc 2025 置信度 0.80
• Energy Efficient Hybrid Reservoir Computing Using Hf&lt;sub&gt;0.5&lt;/sub&gt;Zr&lt;sub&gt;0.5&lt;/sub&gt;O&lt;sub&gt;2&lt;/sub&gt; Ferroelectric Thin-Film Transistors with an Integrated Optically and Electrically Synaptic Functions.
  europepmc 2025 置信度 0.80
• Sub-picojoule-per-bit volitional neuromorphic devices for precise targeting and tracking.
  europepmc 2026 置信度 0.80
• Surface-enhanced thermal dissipation in 3D vertical resistive memory arrays with top selector transistors.
  europepmc 2026 置信度 0.80
• Leaky-Integrate-Fire Neuron via Synthetic Antiferromagnetic Coupling and Spin-Orbit Torque.
  europepmc 2026 置信度 0.80
• Linear and Symmetric Artificial Synapses Driven by Hydrogen Bonding for Accurate and Reliable Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Neural vs Neuromorphic Interfaces: Where Are We Standing?
  europepmc 2025 置信度 0.80
• Non-volatile resistive switching characteristics in Cu&lt;sub&gt;2-&lt;i&gt;x&lt;/i&gt;&lt;/sub&gt;S-based memristor.
  europepmc 2025 置信度 0.80
• Chloride Ion Vacancy-Mediated Multilevel Bipolar Resistive Switching in Lead-Free All-Inorganic Halide Perovskite Thin Films.
  europepmc 2025 置信度 0.80
• Device-level nonlinearity and temporal memory in optoelectronic reservoir computing.
  Reservoir computing (RC) has emerged as a promising computational paradigm for processing temporally correlated and nonlinear data with low training cost. Among various physical implementations, optoelectronic devices provide a unique opportunity to directly i…
  europepmc 2025 置信度 0.80
• Magnetic Skyrmion Neurons with Homeostasis for Spiking Neural Networks.
  europepmc 2026 置信度 0.80
• Buried Contouring PTCDI-C13 Layer for Interface Engineering in Dual-Function Optical Synaptic and Memory Transistors.
  We present a heterojunction based on the n-type organic semiconductor N , N '-ditridecyl-3,4,9,10-perylenetetracarboxylic diimide (PTCDI-C 13 ) with a PTCDI-C 13 /parylene/PTCDI-C 13 -layered structure, enabling dual functionality as both an optical synaptic a…
  europepmc 2025 置信度 0.80
• Neuromorphic energy economics: toward biologically inspired and sustainable power market design.
  europepmc 2025 置信度 0.80
• Fully hardware-oriented physical reservoir computing using 3D vertical resistive switching memory with different bottom electrodes.
  Reservoir computing (RC) is a promising machine learning paradigm that processes input data using a fixed random network. However, implementing both reservoir and readout layers typically requires multiple devices and additional fabrication steps. To overcome …
  europepmc 2025 置信度 0.80
• Bifacially Engineered Perovskite-Based Synaptic Memristors Achieve High Linearity and Symmetricity for Accurate and Robust Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Comparative Growth and Functional Integration of CeO&lt;sub&gt;2&lt;/sub&gt; Films via Plasma-Enhanced and Thermal ALD Using a Tailored Cerium Precursor for Artificial Synaptic Devices.
  europepmc 2026 置信度 0.80
• Hardware Implementation of On-Chip Hebbian Learning Through Integrated Neuromorphic Architecture.
  europepmc 2025 置信度 0.80
• Multifunctional CMOS-integrable and reconfigurable 2D ambipolar tellurene transistors for neuromorphic and in-memory computing.
  europepmc 2025 置信度 0.80
• Memristor-Based Artificial Neural Networks for Hardware Neuromorphic Computing.
  Artificial neural networks have long been studied to emulate the cognitive capabilities of the human brain for artificial intelligence (AI) computing. However, as computational demands intensify, conventional hardware based on transistor and complementary meta…
  europepmc 2025 置信度 0.80
• Energy-efficient traffic sign recognition using directly trained spiking neural networks and population decoding.
  europepmc 2026 置信度 0.80
• Three factor delay learning rules for spiking neural networks.
  europepmc 2026 置信度 0.80
• Information-theoretic and physical constraints on advanced neural signal decoding.
  Recent interdisciplinary research has raised interest in whether non-classical physical principles may impose fundamental constraints on how neural information can be observed, extracted, or decoded. While conventional neuroscience models neural signaling prim…
  europepmc 2026 置信度 0.80
• Computing-in-memory architecture for Kolmogorov-Arnold networks based on tunable Gaussian-like memory cells.
  europepmc 2026 置信度 0.80
• Neuromorphic algorithms for brain implants: a review.
  europepmc 2025 置信度 0.80
• Circularly Polarized Light-Responsive Flexible Synapses Based on Supramolecular &lt;i&gt;n&lt;/i&gt;-Type Chiral Organic Single Crystal/&lt;i&gt;p&lt;/i&gt;-Type Polymer Heterojunctions.
  europepmc 2025 置信度 0.80
• Tunable Hydrogen Dynamics Under Electrical Bias for Neuromorphic Memory Applications.
  europepmc 2026 置信度 0.80
• Timing-Dependent Spiking Neural Network: Board-Level Hardware Implementation with Photoelectroactive Van der Waals Synapses.
  The rapid growth of unstructured data in applications such as autonomous systems and edge AI underscores the urgent need for energy-efficient, real-time computing exemplified by biological brains, where synaptic weights are adjusted according to the timing of …
  europepmc 2026 置信度 0.80
• Additive Manufacturing of Neuromorphic Systems.
  europepmc 2025 置信度 0.80
• Gallium Oxide Memristors: A Review of Resistive Switching Devices and Emerging Applications.
  europepmc 2025 置信度 0.80
• Design of an AI-driven secure 5G-SDN framework with federated reinforcement learning for anomaly detection, mitigation, and attack forensics.
  Introduction The increasing adoption of Software-Defined Networking (SDN) in 5G networks has revolutionized network management. However, this paradigm shift has introduced critical security vulnerabilities, including data-plane anomalies, control-layer intrusi…
  europepmc 2026 置信度 0.80
• Substrate Orientation-Dependent Synaptic Plasticity and Visual Memory in Sol-Gel-Derived ZnO Optoelectronic Devices.
  europepmc 2025 置信度 0.80
• Advances of Emerging Memristors for In-Memory Computing Applications.
  europepmc 2025 置信度 0.80
• Neuromorphic computing for robotic vision: algorithms to hardware advances.
  europepmc 2025 置信度 0.80