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• Simulating neural network criticality and resource dynamics with Rydberg gases
  europepmc 2026 置信度 0.80
• DeltaQ: Value-Guided Hebbian Learning in Spiking Neuronal Networks for Multi-Goal Navigation
  europepmc 2026 置信度 0.80
• A biologically-grounded cerebellar spiking network model with realistic synaptic transmission captures complex circuit dynamics
  Abstract Cerebellar neural circuit dynamics rely on a rich repertoire of synaptic and excitability mechanisms, which are thought to determine network computation in physiological and pathological conditions. In this work, we develop and validate a biologically…
  europepmc Marialaura De Grazia, Danilo Benozzo, Dimitri Rodarie, Filippo Marchetti 等 2026 置信度 0.80
• Insect-inspired, efficient event-based classification of tactile features
  europepmc 2026 置信度 0.80
• Transcriptome-Inspired Spiking Simulations Uncover Human-Specific Prefrontal Dynamics and Provide a Mechanistic Platform for Species-Appropriate Disease Modeling
  europepmc 2026 置信度 0.80
• BRIDGE: A Computational Workflow from Single Neurons to Network of Mean-Field Models
  europepmc 2026 置信度 0.80
• Emergent Entrainment and Predictive Dynamics in Bio-Inspired Spiking Neural Networks
  europepmc 2026 置信度 0.80
• Spiking Neural Networks: Mathematical Foundations
  europepmc 2026 置信度 0.80
• Spiking Neural Networks: A Tutorial on Models, Coding, and Training
  Spiking neural networks (SNNs) are often called the third generation of neural models. They communicate with brief asynchronous pulses rather than continuous values, which suits event-driven sensors and low-power neuromorphic hardware. The mathematics behind t…
  europepmc İsmail Can Dikmen 2026 置信度 0.80
• The Cerebellar Engine: Multiscale Digital Brain Co-simulations Reveal How Cerebellar Spiking Architecture Shapes Cortical Coherence
  europepmc 2026 置信度 0.80
• Uncovering internal states with a robust shared-state multi-neuron GLM-HMM framework
  europepmc 2026 置信度 0.80
• Automated derivation of mean field models from spiking neural networks for the simulation of brain dynamics
  europepmc 2026 置信度 0.80
• Lag-1 Sparing as a Signature of Cortico-Thalamic Conduction Latency: A Biophysical Spiking Model
  europepmc 2026 置信度 0.80
• Robotic-Inspired Tri-Metaheuristic Framework with Neuromorphic Edge Intelligence for Real-Time Multi-Modal Biomedical Signal Processing and Clinical Decision Support
  europepmc 2026 置信度 0.80
• An Etiological, Pathophysiological, and Rehabilitative Framework for Focal Task-Specific Dystonia: An M1-Centered Motor Synergy Hypothesis
  europepmc 2026 置信度 0.80
• Making Field-Theoretic Neural Models Observable: A Mesoscopic Observation Bridge to MEA Recordings
  europepmc 2026 置信度 0.80
• A new recurrent spiking pi sigma artificial neural network for the forecasting problem
  Abstract Due to their flexible model structures and their success in nonlinear modelling, artificial neural networks provide good alternatives for solving the forecasting problem. It is seen that different artificial neuron models can positively affect the for…
  europepmc Erol Egrioglu, Eren Bas, Gulsen Albayrak 2026 置信度 0.80
• Inferring state-dependent functional circuit motifs using higher-order interactions analysis
  preprints 2026 置信度 0.74
• Integrating Neuroscientific Priors into Spiking Neural Networks: ECSNN-SEG for Robust Brain ECS Segmentation from Low-SNR Cryo-Electron Microscopy Data
  europepmc 2026 置信度 0.80
• Unsupervised Learning of Temporal Features for Word Categorization in a Spiking Neural Network Model of the Auditory Brain
  preprints 2016 置信度 0.74
• From homeostasis to credit assignment: a signed-XOR connectomic motif for local directional error signalling
  preprints 2026 置信度 0.74
• Neural mechanisms of postural sway-related beta-band oscillations: a cortico-basal ganglia-thalamic network model of intermittent control
  preprints 2026 置信度 0.74
• Higher-Order Thalamus is Pivotal in Schizophrenia-Associated Pathophysiology
  europepmc 2026 置信度 0.80
• Combining ultra-flexible electrodes with two-photon imaging to illuminate brain-wide neural dynamics
  Abstract Brain activity consists of neural signals dynamically coordinated across spatial and temporal scales. To sample distributed brain-wide activity, we combine chronically implanted ultra-flexible electrodes for subcortical recordings with simultaneous tw…
  europepmc 2026 置信度 0.80
• Echoes of Life in Spontaneously Spiking Proteinoid–Sand Systems
  preprints 2026 置信度 0.74
• Modularity-dependent storage of dynamic spiking patterns: bridging micro- and mesoscopic representations
  preprints 2026 置信度 0.74
• Inhibitory Gain and Hub Architecture Confer Dynamic Resilience to Microcircuit Degeneration
  preprints 2026 置信度 0.74
• Dendritic excitatory-inhibitory balance and branch-specific gating enable selective recall of associative memories
  preprints 2026 置信度 0.74
• Influence of STDP rule choice and network connectivity on polychronous groups and cell ensembles in spiking neural networks
  europepmc 2025 置信度 0.80
• eXCube1: Explainable Neuromorphic Framework for Modelling Conscious Perception of Stimuli from fMRI Data
  preprints 2026 置信度 0.74
• Metastable Neural Assemblies on a Wiring–Weight Continuum
  preprints 2026 置信度 0.74
• Short-Term Synaptic Plasticity Modulates the Outcome of Neurodegenerative Diseases
  preprints 2026 置信度 0.74
• Synaptic Synchronization-Based Learning of Pattern Separation in Self-Organizing Probabilistic Spiking Neural Networks
  Neuroscience-inspired neural networks bridge biology and technology, offering powerful tools to model brain function while enabling adaptive, efficient control in robotics. In this work, we present a neuroscience-inspired synaptic learning rule based on the sy…
  europepmc 2025 置信度 0.80
• The Spiking Tolman-Eichenbaum Machine: Emergent Spatial and Temporal Coding through Spiking Network Dynamics
  europepmc 2025 置信度 0.80
• Quantifying the Emergence of Population-Level Activity in Neuronal Systems
  preprints 2026 置信度 0.74
• Modelling Predictive Coding in the Primary Visual Cortex (V1): Layer 4 Receptive Field Properties in a Balanced Recurrent Spiking Neuronal Network
  europepmc 2025 置信度 0.80
• GPU-Accelerated Optimization Investigates Synaptic Reorganization Underlying Pathological Beta Oscillations in a Basal Ganglia Network Model
  preprints 2026 置信度 0.74
• Neural Network Wiring and Topological Stochastic Resonance
  Abstract The aim of this work is to determine how variability in synaptic connectivityshapes activity in balanced spiking networks and whether “topological stochasticresonance” (amplified responses due to structural disorder) can emerge withoutchanging the con…
  preprints Antoine Dedieu, Konstantin Nikolic 2026 置信度 0.74
• Direct Training of Networks of Morris-Lecar Neurons with Backprop
  europepmc 2025 置信度 0.80
• Neuromorphic Control of the Serv-Arm Robot Using Spiking Neural Networks
  europepmc 2025 置信度 0.80
• SNN-IDS: Deploying SNN-Equivalent Intrusion Detection on a Commodity MCU NPU
  preprints 2026 置信度 0.74
• Axonal theta oscillations evoke bursting in target hippocampal subregions
  preprints 2026 置信度 0.74
• Biophysical Modeling of Thalamocortical Circuit Dynamics: Species-Specific Insights into Neural Synchrony, Sleep Spindles, and Mechanisms of Neuropsychiatric Disorders
  preprints 2026 置信度 0.74
• Reservoir Computing with Ultra-Sparse Rings
  preprints 2026 置信度 0.74
• A learning-evoked slow-oscillatory architecture paces population activity for offline reactivation across the human medial temporal lobe
  preprints 2026 置信度 0.74
• A fully-memristive trimodal fusion perception system integrating multisensory neuron with hybrid neural network accelerator
  europepmc 2026 置信度 0.80
• Kainate receptors are critical for permissivity to sustained, disorganized, and network-wide pathological activity in the epileptic dentate gyrus
  preprints 2026 置信度 0.74
• SIFT-SNN for Traffic-Flow Infrastructure Safety: A Real-Time Context-Aware Anomaly Detection Framework
  europepmc 2025 置信度 0.80
• From Coarse to Rich: Successive Waves of Visual Perception in Prefrontal Cortex
  europepmc 2026 置信度 0.80
• Emergence of Value and Action Codes in Bimodular Spiking Actor–Critic Networks
  europepmc 2025 置信度 0.80
• SNNs Are Not Transformers (Yet): The Architectural Problems for SNNs in Modeling Long-Range Dependencies
  europepmc 2025 置信度 0.80
• A Practical Tutorial on Spiking Neural Networks: Comprehensive Review, Models, Experiments, Software Tools, and Implementation Guidelines
  Spiking Neural Networks (SNNs) provide a biologically inspired, event-driven alternative to Artificial Neural Networks (ANNs) with the potential to deliver competitive accuracy at substantially lower energy. This tutorial-study offers a unified, practice-orien…
  europepmc Bahgat Ayasi, Cristóbal J. Carmona, Mohammed Saleh, Angel M. García-Vico 2025 置信度 0.80
• FPGA based Implementation of Neuromorphic Neural Networks for Early Detection of Alzheimer’s Disease
  Abstract Alzheimer’s Disease (AD) is a progressive, neurodegenerative condition causing cognitive decline with memory loss. To improve life quality and allow intervention in time, detection that is early and accurate is key, especially at Mild Cognitive Impair…
  europepmc B A Sujathakumari, Usha Rani C M, M S Shalini, N S Sneha 2025 置信度 0.80
• Fast spiking interneurons autonomously generate fast gamma oscillations in the medial entorhinal cortex with excitation strength tuning ING–PING transitions
  preprints 2025 置信度 0.74
• ShSCFHN: Shepard Spiking Convolutional Forward Harmonic Network for fault prediction in eBay service
  preprints 2025 置信度 0.74
• The representation of voluntary and reflexive fast eye movements in the macaque lateral intraparietal area (LIP)
  preprints 2026 置信度 0.74
• Restoring brain-to-text communication in a person with dysarthria from pontine stroke using an intracortical brain-computer interface
  preprints 2026 置信度 0.74
• Hybrid Cross-Temporal Contrastive Model with Spiking Energy-Efficient Network Intrusion Detection in IOMT
  Abstract The Internet of Medical Things (IoMT), a key application of the Internet of Things (IoT), has played a key role, especially during the Covid 19 pandemic. Real-time patient monitoring and remote diagnostics help improve medical services, but this incre…
  preprints Fatma S. Alrayes, Mohammed Zakariah, Syed Umar Amin, Zafar Iqbal Khan 等 2025 置信度 0.74
• A human spiking computational model to explore sound localization
  preprints 2025 置信度 0.74
• DeepUnitMatch: tracking neurons across days in electrophysiology using Deep Neural Networks
  preprints 2026 置信度 0.74
• Auditory network persistence of stimulus representation in awake and naturally sleeping mice
  preprints 2025 置信度 0.74
• Hybrid Cross-Temporal Contrastive Model with Spiking Energy-Efficient Network Intrusion Detection in IOMT
  The Internet of Medical Things (IoMT), a key application of the Internet of Things (IoT), has played a key role, especially during the Covid 19 pandemic. Real-time patient monitoring and remote diagnostics help improve medical services, but this increases the …
  preprints Fatma S. Alrayes, Mohammed Zakariah, Syed Umar Amin, Zafar Iqbal Khan 等 2025 置信度 0.74
• Temporal Gating by Chandelier Cells Encodes Signed Prediction Errors
  Abstract The brain refines its predictions of the world by updating its internal model whenever sensory input differs from expectation. The sign of this prediction error matters: an unexpected event signals that the model under-predicted (positive error), whil…
  preprints 2026 置信度 0.74
• Intra-and Interhemispheric Signatures of Criticality at the Onset of Synchronization
  preprints 2025 置信度 0.74
• Synergies and Divergences Between Spiking Neural Networks and Large Language Models
  preprints 2025 置信度 0.74
• Conditions for replay of neuronal assemblies
  preprints 2025 置信度 0.74
• Hippocampome.org, a resource for subicular neuron types and beyond
  preprints 2025 置信度 0.74
• Neural Receptive Fields, Stimulus Space Embedding and Effective Geometry of Scale-Free Networks
  preprints 2025 置信度 0.74
• Competition between memories for reactivation as a mechanism for long-delay credit assignment
  preprints 2025 置信度 0.74
• Toroidal topology of grid-cell activity precedes spatial navigation during development
  preprints 2026 置信度 0.74
• Harnessing Dynamics of Van Der Pol Oscillators for Phase Computing with Oscillatory Neural Networks
  Abstract An oscillatory neural network (ONN) is a novel physics-based computing architecture that leverages the collective dynamics of coupled oscillators with sinusoidal Kuramoto oscillators being typically chosen. However, van der Pol (vdP) oscillators intro…
  preprints 2026 置信度 0.74
• Degraded sensory coding in a mouse model of <i>Scn2a-</i> related disorder and its rescue by CRISPRa gene activation
  preprints 2025 置信度 0.74
• Early Parkinson's Disease Detection Using a Hybrid Graph-Spike Neural Network Architecture
  preprints 2025 置信度 0.74
• Algorithm for Describing Neuronal Electric Operation
  The development of neuroanatomy and neurophysiology has revealed many new details about neurons’ electrical operation over the past few decades, requiring modifications to their theoretical models. The development of computing technology enables us to consider…
  preprints 2025 置信度 0.74
• Light-induced giant random telegraph noise in CuScP2S6/MoS2 heterostructures and their use in noise resilience image inference
  preprints 2025 置信度 0.74
• Neural manifolds that orchestrate walking and stopping
  preprints 2025 置信度 0.74
• Synergistic short-term synaptic plasticity mechanisms for working memory
  preprints 2025 置信度 0.74
• Transcranial Alternating Current Stimulation can disrupt or reestablish neural entrainment in a primate model of Parkinson’s disease
  preprints 2025 置信度 0.74
• Memory-specific E-I balance supports diverse replay and mitigates catastrophic forgetting
  preprints 2025 置信度 0.74
• Integrating Models to Decode the GnRH Pulse Generator
  preprints 2026 置信度 0.74
• Combining Sampling Methods with Attractor Dynamics in Spiking Models of Head-Direction Systems
  preprints 2025 置信度 0.74
• Graph-Based Modeling of Alzheimer’s Protein Interactions via Spiking Neural, Hyperdimensional Encoding, and Scalable Ray-Based Learning
  preprints 2025 置信度 0.74
• Probabilistic inference of Homonymous and Heteronymous Recurrent Inhibition in Human Muscles from Large-Scale Motor Neuron Recordings
  preprints 2025 置信度 0.74
• Improving SpikeProp’s Training Efficiency in Spiking Neural Networks for Large Language Models Through Innovative Weight Initialization
  Abstract Spiking neural networks (SNNs) mimic the functions of biological neurons by leveraging individual temporal spikes for communication and computation. Since SNN was perceived to be complex and analytically challenging, it had long been overlooked. In th…
  preprints Falah. Y.H. Ahmed, Muhammad Zakarya, Naveed Khan, Dilovan Asaad Zebari 等 2025 置信度 0.74
• Aging diminishes interlaminar functional connectivity in the mouse cortical V1 and CA1 hippocampal regions
  preprints 2025 置信度 0.74
• Biologically realistic mean field model of spiking neural networks with fast and slow inhibitory synapses
  preprints 2025 置信度 0.74
• Decoding phantom limb movements from intraneural recordings
  preprints 2025 置信度 0.74
• Transcranial ultrasound stimulation modulates neuronal membrane potentials across broad timescales in the awake mammalian brain
  preprints 2025 置信度 0.74
• When Firing Rate Falls Short: Spike Synchrony Reliably Disentangles Stimulus Saliency and Familiarity
  preprints 2025 置信度 0.74
• Psilocybin triggers an activity-dependent rewiring of large-scale cortical networks
  preprints 2025 置信度 0.74
• Semantic Tuning of Single Neurons in the Human Medial Temporal Lobe
  preprints 2025 置信度 0.74
• EEG-Based Depression Classification and Brain Region Analysis Using a Hybrid of NeuCube and Dictionary Learning Framework
  preprints 2025 置信度 0.74
• A Mean-Field Approach to Criticality in Spiking Neural Networks for Reservoir Computing
  Reservoir computing is a neural network paradigm for processing temporal data by exploiting the dynamics of a fixed, high-dimensional system, enabling efficient computation with reduced complexity compared to fully trainable recurrent networks. This work prese…
  preprints 2025 置信度 0.74
• High frequency electrical stimulation entrains fast spiking interneurons and bidirectionally modulates information processing
  preprints 2025 置信度 0.74
• Subthreshold variability of neuronal populations driven by synchronous synaptic inputs
  preprints 2025 置信度 0.74
• Coincidence detection supported by electrical synapses is shaped by the D-type K ⁺ current
  preprints 2025 置信度 0.74
• Framed RSA: Representational comparisons that honor both geometry and population-mean response preferences
  preprints 2025 置信度 0.74
• Spinal Circuit Mechanisms Constrain Therapeutic Windows for ALS Intervention
  preprints 2025 置信度 0.74
• Hypothalamic recurrent inhibition regulates functional states of stress effector neurons
  preprints 2025 置信度 0.74
• Ephaptic coupling can explain variability in neural activity
  preprints 2025 置信度 0.74