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• Neuromorphic control of a simulated shape-memory-alloy-driven multi-legged robot using a spiking neural network
  Abstract We propose a spiking-neural-network (SNN)-based deep reinforcement learning (DRL) method for efficient autonomous locomotion control of a starfish-inspired multi-legged soft robot driven by shape memory alloy (SMA) actuators. Conventional soft-robot c…
  europepmc Daisuke Miki, Hiroto Takigasaki 2026 置信度 0.80
• FlowEqProp: Training Flow Matching Models with Gradient Equilibrium Propagation
  crossref Alex Gower 2026-07-16T05:57:39Z 置信度 0.70
• Integrating Neuromorphic Sensors, Digital Twins, and MBSE Interfaces for System Validation
  crossref Emi Aoki, Flore Norcéide, Gayathri Boopathy, Charles Thompson 等 2026-05-07T19:51:19Z 置信度 0.70
• Recent Advances in Neuromorphic Tactile Perception for Robotic Applications
  Skin plays an important role in biological organisms perceiving and mediating our interactions with the world [...]
  crossref Zixuan Zhang, Chengkuo Lee 2026-02-26T14:51:29Z 置信度 0.70
• Inductor-stabilized charge-controlled memristor neuromorphic circuit design with complex firing dynamics
  crossref Lilian Huang, Xiaokun Yu, Xihong Yu 2026-05-11T08:27:20Z 置信度 0.70
• Wrinkle Assisted Nanofluidic Memristors for Tunable Ionic Memory and Neuromorphic Learning
  crossref Minsu Kwon, Dongwoo Seo, Taesung Kim 2026-03-11T19:35:46Z 置信度 0.70
• A novel subthreshold neuromorphic core with Izhikevich recovery variable reuse for hardware-efficient Spike-Driven Synaptic Plasticity
  crossref Amr Hassan, Eman Azab 2026-06-18T16:33:49Z 置信度 0.70
• The neuromorphic Mosaic: re-configurable in-memory small-world graphs
  Abstract Thanks to their non-volatile and multi-bit properties, memristors have been extensively used as synaptic weight elements in neuromorphic architectures. However, their use to define and re-program the network connectivity has been overlooked. Here, we …
  preprints Thomas Dalgaty, Filippo Moro, Alessio De Pra, Giacomo Indiveri 等 2021 置信度 0.74
• A Review of Neuromorphic Computing and Its Potential for Enhancing Digital Twin Technology
  crossref Vijayakumar Kempuraj, C. Lakshmi 2025-09-30T22:32:30Z 置信度 0.70
• Neuromorphic Devices and Computing for Sensing, Memory, and Control.
  Neuromorphic devices are bioinspired electronic systems that mimic key structures and functions of the nervous system, enabling integration and communication between living tissues and machines. This review examines how neuromorphic devices and computing are d…
  europepmc Zhengguang Zhu, Nicholas Schaffer, Xiao Yang 2026 置信度 0.80 Neuromorphic engineeringComputer scienceKey (lock)Computer architectureArtificial neural network
• Flexible Neuromorphic Memristors: From Mechanisms to Applications.
  The von Neumann architecture, due to the physical separation between memory and processor, has limited the development of data-intensive applications. Neuromorphic computing technologies inspired by the brain's parallel and event-driven operation mechanisms ha…
  europepmc 2026 置信度 0.80
• Low-Dimensional Perovskites for Neuromorphic Vision Computing.
  europepmc 2026 置信度 0.80
• Towards neuromorphic neurotechnologies: integrating brain-inspired computing with brain-computer interfaces.
  europepmc Hoda Fares, Margherita Ronchini, Milad Zamani, Hooman Farkhani 等 2026 置信度 0.80
• Kesterite-based optoelectronic synaptic memristors: a mini-review on material design and neuromorphic application.
  europepmc 2026 置信度 0.80
• Organic semiconductor materials for neuromorphic and bioelectronic systems design rules and applications.
  europepmc Le Phuong Long, Vo Thi Kien Hao, Nguyen Thi Nu 2026 置信度 0.80
• Self-Powered Neuromorphic Systems Based on Tribotronics Synaptic Devices.
  ABSTRACT Artificial synaptic devices based on field‐effect transistors (FETs) are essential building blocks for neuromorphic computing systems that emulate the signal processing and learning capabilities of biological neural networks. However, most FET‐based s…
  europepmc Kumar Shrestha, Mohammad Karbalaei Akbari, Alireza Pourvahabi Anbari, Puran Pandey 等 2026 置信度 0.80
• Reconfigurable Nonvolatile Photodetectors for Brain-Inspired Vision.
  europepmc 2026 置信度 0.80
• Ion-modulated oxide-based neuromorphic transistors for spatiotemporal information processing.
  Unlike energy-intensive von Neumann systems, the human brain efficiently processes complex spatiotemporal information utilizing slow, dissipative ionic dynamics. To emulate this, ion-modulated oxide-based neuromorphic transistors have emerged as a compelling h…
  europepmc 2026 置信度 0.80
• Ferroelectric Devices for In-Memory and In-Sensor Computing.
  Inspired by biological neural and sensory systems, the in-memory computing and in-sensor computing paradigms have emerged, which integrate computation with memory and processing with sensor respectively, offering a promising solution to address latency and pow…
  europepmc 2026 置信度 0.80
• Two-terminal ferroelectric memristors: material innovation, mechanistic breakthroughs, new opportunities for intelligent computing.
  europepmc 2026 置信度 0.80
• Soft Iontronic Diodes: Materials, Mechanisms, and Progress.
  europepmc 2026 置信度 0.80
• Liquid Metal Biomimicry: Bridging Fluidity and Biological Adaptability.
  Liquid metals, particularly gallium-based alloys, uniquely combine fluidic compliance with metallic conductivity, which makes them ideal candidates for biomimetic design. Rather than treating biomimicry as the mere imitation of biological forms, we argue that …
  europepmc 2026 置信度 0.80
• Operando microscopy for neuromorphic hardware.
  europepmc 2026 置信度 0.80
• Representational recoding and capacity limits: a conceptual reinterpretation of Sidney Smith's experiment.
  europepmc 2026 置信度 0.80
• The convergence of surface acoustic wave technology and artificial intelligence.
  europepmc 2026 置信度 0.80
• Computing inspired by the brain: a journey from algorithms to organoids.
  The human brain has long served as a blueprint for computation, guiding evolution from early symbolic systems to modern deep learning models. Despite these advances, traditional computing systems remain fundamentally limited in mirroring the remarkable flexibi…
  europepmc 2026 置信度 0.80
• Artificial Intelligence for Bioinspired Nanofluidic Iontronics.
  europepmc 2026 置信度 0.80
• Knowledge gaps for neuromorphic ionic computing.
  europepmc 2026 置信度 0.80
• Editorial: Neuromorphic and deep learning paradigms for neural data interpretation and computational neuroscience.
  europepmc 2026 置信度 0.80
• Neuromorphic Electronics for Intelligence Everywhere: Emerging Devices, Flexible Platforms, and Scalable System Architectures.
  europepmc 2026 置信度 0.80
• Ferroelectric Hafnium Oxide for In-Memory Computing: Advancing Devices, Circuit Architectures, and System-Level Integration.
  europepmc 2026 置信度 0.80
• Photosensing PUF from an Intrinsically Random SnTe Memristor for Image Encryption and Recognition.
  Physical unclonable function (PUF) based on intrinsic device randomness has emerged as promising hardware security primitives, yet combining secure encryption with neuromorphic recognition within a single device platform remains challenging. Here, we demonstra…
  europepmc 2026 置信度 0.80
• Ion-Track-Etched Membranes as Nanoionic Platforms: Fabrication, Nanoscale Ion Transport, and Device Applications─A Review.
  europepmc 2026 置信度 0.80
• Advances and Perspectives in Graphene-Based Quantum Dots Enabled Neuromorphic Devices.
  europepmc 2026 置信度 0.80
• Two-Dimensional Indium Selenide for Next-Generation Electronics.
  europepmc 2026 置信度 0.80
• Redefining spiking neural networks through the lens of dynamical superspace.
  The convergence of neuroscience and artificial intelligence has positioned Spiking Neural Networks (SNNs) as one of the pivotal paradigms for future computing. However, the field faces a theoretical challenge: reconciling the mathematical clarity of static dee…
  europepmc 2026 置信度 0.80
• Unconventional Materials-Based Flexible Synaptic Transistors for Sustainable Neuromorphic Systems: Advancements, Challenges, and Future Trends.
  europepmc 2026 置信度 0.80
• MRAM: A Versatile Non-Volatile Memory for Next-Generation Computing.
  europepmc 2026 置信度 0.80
• Tutorial: biomembranes in hybrid living bioelectronics.
  The integration of biological and artificial systems promises the effective coupling of living cells with electronic devices. However, to create biomimetic platforms capable of bridging biological with artificial systems, it is necessary to first enhance cell …
  europepmc 2026 置信度 0.80
• Two-Dimensional Materials for Intelligent Gas Sensors.
  europepmc 2026 置信度 0.80
• Iontronics of nanofluidic conical pores: learning phenomena using voltage pulses.
  europepmc 2026 置信度 0.80
• Coupling, tailoring, and applications of 2D magnetic materials.
  europepmc 2026 置信度 0.80
• Modeling neural dynamics with optical nonlinearity: From classical models to optogenetic approaches.
  europepmc 2026 置信度 0.80
• Neuromorphic Technologies for Neuroengineering: From Adaptive Stimulation to SNN-Based Inference and Deployable Biointerfaces.
  europepmc 2026 置信度 0.80
• Memristive system in 2D materials: redefining the landscape of future nanoelectronics.
  europepmc 2026 置信度 0.80
• Integrating computational modeling, neuroimaging, and neuromodulation to decompose perceptual decision-making in healthy aging: a review of methods, findings, and gaps.
  europepmc 2026 置信度 0.80
• Optoelectronic-Driven van der Waals Ferroelectric Materials-Based Memory Devices for Retinomorphic and In-Sensory Hardware.
  2D ferroelectric materials have recently emerged as a promising class of atomically thin semiconductors capable of integrating sensing, memory, and computation within a single device. Their unique combination of spontaneous switchable polarization, strong ligh…
  europepmc 2026 置信度 0.80
• Interface engineering of perovskite transistors with self-assembled monolayers.
  europepmc 2026 置信度 0.80
• Resistive switching memristors: structures, materials, fabrication techniques, and process challenges for VLSI integration.
  europepmc 2026 置信度 0.80
• Multifunctional Device Design and Applications of GaN and Transition Metal Dichalcogenides Heterojunctions.
  europepmc 2026 置信度 0.80
• Interface engineering in organic electrochemical transistors toward multifunctional bioelectronics.
  europepmc 2026 置信度 0.80
• Recent Advances in Two-Dimensional Bismuth Oxysulfide.
  europepmc 2026 置信度 0.80
• Two-Dimensional Semiconductors for Postsilicon Electronics: From Transistors to Integrated Circuits.
  europepmc 2026 置信度 0.80
• Electrochemical in-biosensing computing.
  Artificial intelligence (AI)-aided electrochemical biosensing is becoming integral parts in numerous scenarios. However, existing systems generally perform algorithms in external signal processing units. The necessity of analog-to-digital conversion and data t…
  europepmc 2026 置信度 0.80
• Nonvolatile Reconfigurable Synthetic Antiferromagnetic Devices Induced by Spin-Orbit Torque for Multifunctional In-Memory Computing.
  europepmc 2026 置信度 0.80
• Decoding the molecular mechanisms of sour and salty sensation using biomimetic taste-based biosensors.
  europepmc 2026 置信度 0.80
• Enhancing Stretchability and Function in OFETs: A Molecular Design Paradigm via Side-Chain Engineering.
  europepmc 2026 置信度 0.80
• Homogeneous integration of two-dimensional material-based optoelectronic neurons and ferroelectric synapses for neuromorphic vision.
  europepmc 2026 置信度 0.80
• Ultra-high density perovskite nanowire array memristor-based multi-layer perceptron.
  europepmc 2026 置信度 0.80
• Large spiking AI systems.
  europepmc 2026 置信度 0.80
• Physical echo state network based on the nonlinearity and dynamic response of ambipolar heterostructure transistors.
  europepmc 2026 置信度 0.80
• Evaluating Photonic Quantum Memristors in Noisy Environments.
  europepmc 2026 置信度 0.80
• Neuromorphic photonic computing with an electro-optic analog memory.
  europepmc 2026 置信度 0.80
• Recent Advances in Inorganic Oxide-Based Resistive Random Access Memory: Challenges and Strategies for Practical Applications.
  europepmc 2026 置信度 0.80
• Recent Advances in the Synthesis and Application of Tellurium Semiconductors.
  europepmc 2026 置信度 0.80
• A Parameter-Agnostic Adaptive Compensation in Memristor-Based Neuromorphic Systems for Parasitic Resistance.
  europepmc 2026 置信度 0.80
• Advances in Te/Se-Based 2D p-Type Semiconductors for Electronics and Optoelectronics.
  europepmc 2026 置信度 0.80
• Single-molecule neuromorphic device with aJ-level power consumption per switching.
  europepmc 2026 置信度 0.80
• Printed Organic Memristive Device on Rigid and Flexible Supports for Neuromorphic Applications.
  europepmc 2026 置信度 0.80
• Artificial intelligence for child health: current capabilities and the next frontier.
  europepmc 2026 置信度 0.80
• SE-SNN: Squeeze-and-Excitation-Enhanced Spiking Neural Networks with Learnable Neuron Dynamics for Event-Based Vision.
  Spiking neural networks (SNNs) have emerged as a promising paradigm for energy-efficient neuromorphic computing, particularly when processing asynchronous event streams from dynamic vision sensors (DVSs). However, SNNs often suffer from limited representationa…
  europepmc 2026 置信度 0.80
• Ion Migration Control in Lead-Free Halide Perovskite Transistors for Logic and Neuromorphic Circuits.
  europepmc 2026 置信度 0.80
• Spiking Neuron with Sensing Coil Based on a Volatile Memristor.
  europepmc 2026 置信度 0.80
• Microbial computing: Review and Perspectives.
  Engineering microbial computers has been a longstanding endeavor in synthetic biology. Like other unconventional computing disciplines, the goal is to bring computation into real-world scenarios. Several potential applications in bioproduction, bioremediation,…
  europepmc 2026 置信度 0.80
• Owl-vision-inspired near sensor computing.
  europepmc 2026 置信度 0.80
• NEOSTI - a neuromorphic electronic-opto spatial-temporal hybrid image sensor.
  europepmc 2026 置信度 0.80
• HfO<sub>2</sub>-based memristive synapses with asymmetrically extended p-n heterointerfaces for highly energy-efficient neuromorphic hardware.
  europepmc 2026 置信度 0.80
• Resistive Switching Oxides: Mechanism, Performance, and Device-Algorithm Co-Design for Artificial Intelligence.
  europepmc 2026 置信度 0.80
• Predictive coding with spiking neural networks: A survey.
  europepmc 2026 置信度 0.80
• Tailoring of Layered Bismuth-Based Materials: Advanced Functionalities for Environment, Energy, Photonics, Electronics, and Biomedicine.
  europepmc 2026 置信度 0.80
• Multimodal ion-gated transistor based on 2D superionic conductor for in-memory computing in deep learning.
  europepmc 2026 置信度 0.80
• All-Optical Artificial Synapse Based on ε-Ga<sub>2</sub>O<sub>3</sub> and β-Ga<sub>2</sub>O<sub>3</sub> Mixed-Phase Thin Films.
  europepmc 2026 置信度 0.80
• Neuromorphic iontronic devices based on soft ionic conductors.
  europepmc 2026 置信度 0.80
• Bioinspired spiking architecture enables energy constrained touch encoding.
  europepmc 2026 置信度 0.80
• Interactive Nanophotonic Platforms for Multimodal Information Storage and Security.
  europepmc 2026 置信度 0.80
• Spintronic Materials and Devices for Artificial Intelligence Applications.
  europepmc 2026 置信度 0.80
• Enhancing Neuromorphic Robustness via Recurrence Resonance: The Role of Shared Weak Attractors in Quantum Logic Networks.
  europepmc 2026 置信度 0.80
• Nanoscale photonic artificial neuron with biological signal processing.
  europepmc 2026 置信度 0.80
• Advancing Flexible Optoelectronic Synapses and Neurons with MXene-Integrated Polymeric Platforms.
  europepmc 2025 置信度 0.80
• Synapse-inspired energy networks: a neuromorphic approach to microgrid protection without communication links.
  europepmc 2026 置信度 0.80
• Neuromorphic Hebbian learning with magnetic tunnel junction synapses.
  europepmc 2025 置信度 0.80
• Evolving Beyond Nature: AI-Driven Rapid Advancements of Bio-Inspired Electronic Skin.
  europepmc 2026 置信度 0.80
• System-level FPGA validation of a trainable and robust multiplier-free spiking neural network.
  europepmc Qixuan Li, Lei Zhang 2026 置信度 0.80
• Precise Spiking Motifs in Neurobiological and Neuromorphic Data
  Why do neurons communicate through spikes? By definition, spikes are all-or-none neural events which occur at continuous times. In other words, spikes are on one side binary, existing or not without further details, and on the other can occur at any asynchrono…
  preprints 2022 置信度 0.74
• Recent Advancements in Emerging Neuromorphic Device Technologies     
  preprints 2021 置信度 0.74
• Towards Neuromorphic Learning Machines using Emerging Memory Devices with Brain-like Energy Efficiency
  preprints 2018 置信度 0.74
• Unravelling the Amorphous Structure, Nanoscale Effects, and Crystallization Mechanism of GeTe Phase Change Memory Material
  preprints 2023 置信度 0.74
• Neuromorphic behavior in percolating nanoparticle films
  crossref Shawn Fostner, Simon A. Brown 2015-11-23T12:09:06Z 置信度 0.70
• Neuromorphic Chip Integrated with an LSI and Amorphous-metal-oxide Semiconductor Thin-film Synapse Devices
  Abstract Artificial intelligences are promising in future societies, and neural networks are typical technologies with the advantages such as self-organization, self-learning, parallel distributed computing, and fault tolerance, but their size and power consum…
  crossref Mutsumi Kimura, Yuki Shibayama, Yasuhiko Nakashima 2022-01-03T19:02:36Z 置信度 0.70
• Review for "Improved Neuromorphic Functionality in Organic Electrochemical Transistors Using Crosslinked-Polyvinyl alcohol for Fast Ion Transport and its Application to Pavlovian Transistors"
  crossref 2025-07-11T21:06:55Z 置信度 0.70