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• Neuromorphic reservoir computing.
  europepmc 2025 置信度 0.80
• Memristive Neuromorphic Vision: Spike-Timing Mechanisms for Visual-Tactile Perception
  Spike-timing mechanisms in neuromorphic vision sensors offer a state-of-the-art approach to replicating the efficiency and adaptability of biological visual systems. Leveraging memristor-based non-volatile memory, these sensors achieve high precision while mai…
  europepmc 2025 置信度 0.80
• Robust multilevel storage characteristics of Al<sub>2</sub>O<sub>3</sub>/HfO<sub>2</sub>/Al<sub>2</sub>O<sub>3</sub>trilayer-structured memristor fabricated by atomic layer deposition for neuromorphic computing.
  europepmc 2025 置信度 0.80
• CRISPR-based neuromorphic computing for solving regression and classification
  The CRISPR-dCas9 system has emerged as a versatile platform for programmable gene regulation, offering unique advantages in modularity and orthogonality for constructing synthetic genetic circuits. Here, we present a novel architecture for biomolecular neural …
  europepmc 2025 置信度 0.80
• Polymorphic functionalization driven by ion displacement-induced antiferroelectric ordering in CuBiP₂Se₆.
  Antiferroelectric two-dimensional materials, with their unique physical mechanisms, exhibit tunable polarization dynamics and layered structural characteristics, enabling the synergistic implementation of synaptic plasticity, sensory-mimetic functionality, and…
  europepmc 2025 置信度 0.80
• Spectrally Defined Bipolar Black Phosphorus Memristor Enables All-Optical Boolean Logic and Multispectral Computing.
  europepmc 2026 置信度 0.80
• Recent progress in HfO<sub>2</sub>-based ferroelectric devices with oxide semiconductor channels: a comprehensive review.
  europepmc 2026 置信度 0.80
• Wafer-Scale Monolayer MoS<sub>2</sub> with Tunable Grain Size via Grain Boundary Engineering for Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Confined-hydrogel fluidic memristor crossbar array for neuromorphic computing.
  Replicating brain-like computation with fluidic memristors offers advantages in energy efficiency and chemical responsiveness over solid-state devices, yet scaling remains challenging due to complex fabrication and their amorphous nature. Herein, we developed …
  europepmc 2026 置信度 0.80
• Organic Transistor-Based Neuromorphic Electronics and Their Recent Applications.
  Neuromorphic technologies offer a promising pathway to address the escalating energy demands of artificial intelligence. At the system level, neuromorphic computing seeks to overcome the von Neumann bottleneck by integrating memory and processing, while neurom…
  europepmc 2026 置信度 0.80
• Human Vision-Inspired Low-Power Memtransistor Array for Synchronous Photonic Sensing, Memory, and Computing.
  europepmc 2025 置信度 0.80
• Ultrafast Multilevel Switching and Synaptic Behavior in a Planar Quantum Topological Memristor.
  europepmc 2026 置信度 0.80
• Antiferroelectric polarization enabling physical activation in CuBiP<sub>2</sub>Se<sub>6</sub> for medical image processing.
  europepmc 2026 置信度 0.80
• Ferroelectric-Induced Phase Change Device with Polymorphic Mo<sub>1-x</sub>W<sub>x</sub>Te<sub>2</sub> for Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Nanoelectronics with Two-Dimensional Magnets.
  europepmc 2026 置信度 0.80
• Brain-inspired neural networks: neuromorphic devices and their practical applications.
  europepmc 2025 置信度 0.80
• Cryogenic neuromorphic circuits using gate-controlled negative differential resistance in silicon carbide.
  europepmc 2026 置信度 0.80
• AlScN-based ferroelectric memristor for electrical synapse emulation and light-stimulated reservoir computing.
  europepmc 2025 置信度 0.80
• 2D van der Waals heterostructure memristors: from band structure regulation to neuromorphic computing applications.
  europepmc 2025 置信度 0.80
• Synaptic Plasticity Engineering for Neural Precision, Temporal Learning, and Scalable Neuromorphic Systems.
  Manipulating the expression of synaptic plasticity in neuromorphic devices provides essential foundations for developing intelligent, adaptive hardware systems. In recent years, advances have shifted from static emulation toward dynamic, network-oriented plast…
  europepmc 2026 置信度 0.80
• Neuromorphic robust framework for integrated estimation and control in dynamical systems using spiking neural networks.
  europepmc 2025 置信度 0.80
• Portfolio Optimization: A Neurodynamic Approach Based on Spiking Neural Networks.
  europepmc 2025 置信度 0.80
• A grapeful discovery: Reservoir computing with wine beads.
  In this work, we introduce encapsulated wine beads as a novel, edible material for unconventional and neuromorphic computing. When encapsulated in alginate beads, wine, a complex mixture of proteins, organic acids, sugars, metal ions, and volatiles, exhibits n…
  europepmc 2025 置信度 0.80
• Decoding halide perovskites for neuromorphic and memristive devices.
  The von Neumann architecture serves as the foundation for computers by storing data and instructions in the same memory space; however, it limits the data transfer between the CPU and memory. The human brain is an avant-garde organic machine that connects elec…
  europepmc 2025 置信度 0.80
• Retinocortical in-sensor neuromorphic vision platform for NIR-augmented artificial vision.
  europepmc 2026 置信度 0.80
• High-Performance Artificial Synapse Device Based on Cs<sub>3</sub>Bi<sub>2</sub>Br<sub>9</sub>/NiO Heterostructure for Bio-Inspired Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Event-Driven Neuromorphic Gaze Decoding via e-Skin Electrooculography.
  europepmc 2026 置信度 0.80
• Multifunctional ferroelectric synaptic memristors based on HfAlO<sub><i>x</i></sub> with enhanced Pavlovian learning and physical reservoir computing systems.
  europepmc 2025 置信度 0.80
• Self-Powered Halide Perovskite Optoelectronic Synaptic Memristors for Reconfigurable Logic and Reservoir Computing Applications.
  europepmc 2025 置信度 0.80
• 2D Material-Based Memristor Arrays for Flexible and Thermally Stable Neuromorphic Applications.
  europepmc 2025 置信度 0.80
• Infrared light-responsive CuSbS2 optoelectronic artificial synapses enabling high-accuracy color image recognition and classification.
  europepmc 2025 置信度 0.80
• Harnessing Time-Dependent Magnetic Texture Dynamics via Spin-Orbit Torque for Physics-Enhanced Neuromorphic Computing.
  europepmc 2026 置信度 0.80
• Near-infrared organic photoelectrochemical synaptic transistors by wafer-scale photolithography for neuromorphic visual system.
  europepmc 2025 置信度 0.80
• Astrocyte-gated multi-timescale plasticity for online continual learning in deep spiking neural networks.
  europepmc 2025 置信度 0.80
• Self-Rectifying Memristors for Beyond-CMOS Computing: Mechanisms, Materials, and Integration Prospects.
  The deceleration of Moore's law and the energy-latency drawbacks of the von Neumann bottleneck have heightened the pursuit for beyond‑CMOS designs that integrate memory and compute. Self‑rectifying memristors (SRMs) have emerged as promising building blocks fo…
  europepmc 2026 置信度 0.80
• Dielectric-Engineered Monolayer MoS<sub>2</sub> Memtransistors for Brain-Inspired Computing with High Recognition Accuracy.
  europepmc 2025 置信度 0.80
• Photonic-Mediated Neuromorphic Computing Enabled by a Copper Oxide Microcrystal Optoelectronic Synapse.
  europepmc 2025 置信度 0.80
• Characterizing Neuromorphic Workloads from A System Perspective
  Abstract Neuromorphic computing is emerging as a cornerstone for next-generation intelligent systems. The lack of standardized benchmarks hinders fair comparison across diverse neuromorphic solutions and fragments research efforts. Here, we introduce a systema…
  europepmc Youhui Zhang, Zhe Pan, Zeqing Li, Dehua Wu 等 2025 置信度 0.80
• HZO/HSO Superlattice ReFET Array Integrating Optical Sensing for Neuromorphic Vision Computing.
  europepmc 2025 置信度 0.80
• Convergence of Soft Electronics and Artificial Intelligence: From Materials to Intelligent Systems.
  Soft electronics are an emerging class of mechanically compliant platforms that enable conformal, skin-interfaced sensing and actuation on curvilinear and dynamic surfaces. These systems combine deformation-tolerant electrical functionality with soft contact m…
  europepmc 2026 置信度 0.80
• Towards the neuromorphic Cyber-Twin: an architecture for cognitive defense in digital twin ecosystems.
  europepmc 2025 置信度 0.80
• Memristive Physical Reservoir Computing.
  Reservoir computing (RC) has emerged as an efficient neuromorphic framework for temporal information processing, offering low training complexity and hardware-friendly implementation. Memristors' nonlinear dynamics and input-dependent memory effects make them …
  europepmc 2026 置信度 0.80
• Engineering halogen-doped carbon dots for enhanced bioinspired synapses toward neuromorphic computing and neural interfaces.
  Neural interfaces demand memristor-based artificial synapses with comprehensive performance for neuromorphic computing and man-machine interaction. This study proposes a halogen doping engineering to enhance carbon dots (CDs)-based memristors performance for a…
  europepmc 2026 置信度 0.80
• Memristor Synapse-A Device-Level Critical Review.
  europepmc 2026 置信度 0.80
• A general molecular-scale dynamic memristor model based on non-steady-state charge transport kinetics and its information processing capability in reservoir computing.
  europepmc 2025 置信度 0.80
• A comparative review of deep and spiking neural networks for edge AI neuromorphic circuits.
  Edge AI implements neural networks directly in electronic circuits, using either deep neural networks (DNNs) or neuromorphic spiking neural networks (SNNs). DNNs offer high accuracy and easy-to-use tools but are computationally intensive and consume significan…
  europepmc Pietro M. Ferreira, Siqi Wang, Yueyuan Gao, Aziz Benlarbi-Delai 2025 置信度 0.80
• An Artificial Memristor Synapse by Transferring and Stacking Freestanding Single-Crystalline SrTiO<sub>3-δ</sub> Films for Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Triboelectric nanogenerators for neural data interpretation: bridging multi-sensing interfaces with neuromorphic and deep learning paradigms.
  The rapid growth of computational neuroscience and brain-computer interface (BCI) technologies require efficient, scalable, and biologically compatible approaches for neural data acquisition and interpretation. Traditional sensors and signal processing pipelin…
  europepmc 2025 置信度 0.80
• Recent advances in spike-based neural coding for tactile perception.
  europepmc 2025 置信度 0.80
• A Lithium Fluoride Interfacial Layer for Low-Voltage and Reliable Perovskite Memristors.
  europepmc 2026 置信度 0.80
• Self-Oscillatory Neuron-like Devices for Unconventional Computing Applications.
  europepmc 2026 置信度 0.80
• Recent Advances and Perspectives on Field-Effect Transistors for Artificial Visual Neuromorphic Systems.
  The exponential growth of data has exposed the inherent bottlenecks of the von Neumann architecture-specifically its limited computational efficiency and high energy consumption-necessitating an urgent shift toward innovative hardware solutions. Biological per…
  europepmc 2026 置信度 0.80
• Nanoscale exchange-bias magnetic tunnel junctions enabled memristive synapse and leaky-integrate-fire neuron for neuromorphic computing.
  Abstract Neuromorphic computing implemented by spintronic memories offers computational advantages, including in-memory computing capability, high energy efficiency, and near-unlimited endurance. However, their basic units, magnetic tunnel junctions (MTJs), fa…
  europepmc Zanhong Chen, Dehang Zhu, Ao Du, Yuzhang Shi 等 2026 置信度 0.80
• Cyclic Plasma Treatment for Enhancing the Synaptic Performance of Bulk-Conductive Resistive Switching Memory.
  europepmc 2025 置信度 0.80
• Biomimetic Synapses Based on Halide Perovskites for Neuromorphic Vision Computing: Materials, Devices, and Applications.
  Abstract The demand for accurate perception of the physical world has led to a dramatic increase in visual sensing data, accompanied by challenges in the energy efficiency of data processing. However, conventional vision systems with separated sensor and proce…
  europepmc Zhongwen Sun, Xuan Zhao, Haonan Si, Qingliang Liao 等 2026 置信度 0.80
• Full Electrical Switching of a Freestanding Ferrimagnetic Metal for Energy-Efficient Bipolar Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Aqueous Electrochemical Memristor Based on Reversible Insulating-Layer Dynamics Emulating Neuromorphic Functions.
  europepmc 2025 置信度 0.80
• Memristive crossbar array-based hardware framework for compressed sensing and event-driven neuromorphic processing.
  europepmc 2026 置信度 0.80
• Multifunctional ZnO-based optical memristors for synapse-neuron integration and neuromorphic vision systems.
  europepmc 2025 置信度 0.80
• Advancing Intelligent Neuromorphic Computing: Recent Progress in All-Optical-Controlled Artificial Synaptic Devices.
  europepmc 2025 置信度 0.80
• Photo-induced oxygen vacancy modulation in solution-processed TiO2/ZnFe2O4 heterointerface for all-oxide dual-mode neuromorphic logic memory
  Abstract Memristors, with their ability to switch between resistance states and emulate synaptic plasticity, are promising candidates for brain-inspired neuromorphic computing, having the potential to meet the growing demand for energy-efficient, parallel info…
  europepmc Ashok Bera, Faisal Farooq, Priya Kaith 2025 置信度 0.80
• Photonic neuromorphic computing using symmetry-protected zero modes in coupled nanolaser arrays.
  europepmc Kaiwen Ji, Giulio Tirabassi, Cristina Masoller, Li Ge 等 2025 置信度 0.80
• Additive-Engineered CsPbBr<sub>3</sub>-Based Perovskite Memristors for Neuromorphic Computing and Associative Learning Applications.
  europepmc 2025 置信度 0.80
• Solid-state organic electrochemical transistors.
  europepmc 2025 置信度 0.80
• Sustainable Computing for Digital Livestock: Reconciling Artificial Intelligence with Planetary Boundaries
  europepmc 2025 置信度 0.80
• Single photon event-driven 3D imaging.
  europepmc 2025 置信度 0.80
• Algorithm-hardware co-design of neuromorphic networks with dual memory pathways.
  europepmc 2026 置信度 0.80
• Integrated Neuromorphic Photonic Computing for AI Acceleration: Emerging Devices, Network Architectures, and Future Paradigms.
  europepmc 2025 置信度 0.80
• Biologically inspired neuromorphic-XAI synergy for transparent and low-carbon healthcare intelligence.
  europepmc 2026 置信度 0.80
• Emergence of Polymer-Networked Nanoparticle Structures as Primitive Neuromorphic Computing States.
  europepmc 2025 置信度 0.80
• Polarity-dependent dual-mode AlN-embedded RRAM with improved stochastic switching and synaptic modulation for neuromorphic computing.
  europepmc 2025 置信度 0.80
• Ferroelectric/Antiferroelectric HfZrO<sub><i>x</i></sub> Artificial Synapses/Neurons for Convolutional Neural Network-Spiking Neural Network Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Electrical Characteristics of CdSe Quantum Dot Floating Gate Devices for Neuromorphic Synaptic Memory Applications
  europepmc 2025 置信度 0.80
• An Analogue Memristor Based on Conjugated Porous Polymer Composite for Artificial Synapse.
  Artificial synapses have emerged as a pivotal technological advancement in mimicking brain functions. Organic memristors are desirable for hardware implementation of artificial synapses, owing to their remarkable mechanical flexibility, high biocompatibility a…
  europepmc 2026 置信度 0.80
• Hafnium-Based Ferroelectric Field-Effect Transistors With Oxide Semiconductors: Ferroelectric Materials Optimizations, Prospects, and Challenges.
  europepmc 2026 置信度 0.80
• Optimizing TiO₂/HfO₂ Multilayer RRAM for Self-Rectifying Characteristics.
  europepmc 2025 置信度 0.80
• Nanoelectronics: Materials, Devices, and Applications (Second Edition).
  europepmc 2025 置信度 0.80
• Microfluidic memristive oscillators as universal logic gates for neuromorphic computing.
  To combat the ever growing energy demand of machine learning, we design novel, neuromorphic, iontronic circuits inspired by Shinriki oscillators and based on microfluidic memristors. We show that they form the universal logic NAND gate.
  europepmc Nex C. X. Stuhlmüller, René van Roij, Marjolein Dijkstra 2025 置信度 0.80
• Al Nanoparticle-Decorated Metal Oxide Synaptic Transistors for Ultralow-Energy Neuromorphic Computing with Wide Dynamic Range.
  europepmc 2026 置信度 0.80
• Artificial Synapse Based on Black Phosphorus/SnS<sub>2</sub> Heterostructure Transistor for Neuromorphic Computing with High Accuracy.
  europepmc 2025 置信度 0.80
• Hybrid GNN-LSTM defense with differential privacy and secure multi-party computation for edge-optimized neuromorphic autonomous systems.
  europepmc 2025 置信度 0.80
• Low Power FA<sub>2</sub>PbI<sub>4</sub>/SiO<sub>2</sub> Bilayer Memristors with Pt Nanoparticles Exhibiting Reconfigurable Synaptic and Neuron Properties for Compact Optoelectronic Neuromorphic Systems.
  europepmc 2025 置信度 0.80
• Smart phosphor with neuromorphic behaviors enabling full-photoluminescent Write and Read for all-optical physical reservoir computing.
  europepmc 2025 置信度 0.80
• Synergistic Effects of TiO<sub>2</sub>@CdS Heterojunctions Enable High-Performance Blue-Light-Sensitive Photodetectors and Iontronic Synapse Fibers for Underwater Interactions.
  europepmc 2025 置信度 0.80
• Opportunities for 2D-Material-Based Multifunctional Devices and Systems in Bioinspired Neural Networks.
  europepmc 2025 置信度 0.80
• Cellulose Fiber Tortuosity as a Bioinspired Design Strategy for Light-Driven, Self-Powered Ionotronic Synapses.
  The drive toward energy-efficient, brain-inspired computing has spurred interest in ionotronic synapses that mimic ionic signaling in neurons. However, most light-driven synaptic devices overlook the influence of ion transport architecture, an essential aspect…
  europepmc 2025 置信度 0.80
• Ferroelectricity-modulated asymmetric van der Waals heterostructure for ultralow-power neuromorphic synapse and logic-in-memory operations.
  europepmc 2026 置信度 0.80
• A generic compact model for resistive memories and switches.
  europepmc 2026 置信度 0.80
• Toward Embedded Intelligence: Architecting CPUs with PC AI Agents
  europepmc 2025 置信度 0.80
• Asymmetric Contact van der Waals Ferroelectric Transistors for Self-Powered Multifunctional Artificial Visual System.
  The development of self-powered artificial visual systems capable of emulating the multifunctionality of the human eye, such as light adaptation, optical memory, and in-sensor computing, is pivotal for next-generation intelligent bionic technologies. In this s…
  europepmc 2025 置信度 0.80
• Proton Migration-Modulated n‑Doped Poly(benzodifurandione) Organic Electrochemical Transistors Used for Neuromorphic Computing Applications.
  europepmc 2025 置信度 0.80
• Electrodeposition of magnetic nanonetworks featuring triangular motifs and parallel ridges on a macroscopic scale.
  europepmc 2025 置信度 0.80
• Bioinspired Retinomorphic Optoelectronic Transistor for Visual Sensing and Processing.
  europepmc 2025 置信度 0.80
• Excited State Opto-Ionic Reservoir Computing in Hybrid Perovskite Electrochemically-Gated Luminescent Cells.
  europepmc 2026 置信度 0.80
• Cryogenic neuromorphic circuits using gate-controlled negative differential resistance in silicon carbide
  Abstract Cryogenic electronic circuits are essential for interfacing, control, and error correction for scalable quantum computing platforms operating at millikelvin temperatures, yet face stringent thermal constraints demanding ultra-low power operation. Neur…
  europepmc 2025 置信度 0.80
• All-in-one neuromorphic hardware with 2D material technology: current status and future perspective.
  europepmc 2025 置信度 0.80
• Van der Waals Epitaxy of CsPbI<sub>3</sub>/MoS<sub>2</sub> Heterojunction Phototransistors for Neuromorphic Computing.
  europepmc 2025 置信度 0.80
• Radiation-Aware Meta-Plasticity (RAMP): A Bio-Inspired Learning Rule for Neuromorphic Computing in Radiation-Prone Environments
  Neuromorphic computing systems, particularly those based on spiking neural networks (SNNs), provide exceptional energy efficiency and real-time processing, making them attractive for space, nuclear, and high-energy physics (HEP) applications. Their deployment,…
  europepmc Solomon Mamo Banteywalu, Paul Leroux 2025 置信度 0.80
• Organic Electrochemical Transistors for Neuromorphic Devices and Applications.
  Abstract Neuromorphic engineering, an interdisciplinary field bridging bioelectronics and neuroscience, endeavors to address the bottleneck of the von Neumann architecture by constructing hardware‐level artificial neural networks (ANNs) and replicate the compl…
  europepmc Kexin Xiang, Jiajun Song, Hong Liu, Junxin Chen 等 2026 置信度 0.80
• Programmable soliton dynamics in all-Josephson-junction logic cells and networks.
  europepmc 2025 置信度 0.80