Frontiers in Computational Neuroscience

Article	Citations
Short-term postsynaptic plasticity facilitates predictive tracking in continuous attractors	159
Meta-Learning for Decoding Neural Activity Data With Noisy Labels	119
Editorial: Symmetry as a guiding principle in artificial and brain neural networks	108
Further N-Frame networking dynamics of conscious observer-self agents via a functional contextual interface: predictive coding, double-slit quantum mechanical experiment, and decision-making fallacy m	89
NeuroFusionNet: cross-modal modeling from brain activity to visual understanding	70
Electroencephalogram-based adaptive closed-loop brain-computer interface in neurorehabilitation: a review	60
Reinforced liquid state machines—new training strategies for spiking neural networks based on reinforcements	57
FacialNet: facial emotion recognition for mental health analysis using UNet segmentation with transfer learning model	53
Deep learning-based Alzheimer's disease detection: reproducibility and the effect of modeling choices	50
A novel multi-feature fusion attention neural network for the recognition of epileptic EEG signals	50
Predictive coding with spiking neurons and feedforward gist signaling	44
High precision visual localization method of UAV based on feature matching	42
Research on efficient feature extraction: Improving YOLOv5 backbone for facial expression detection in live streaming scenes	36
Grid cells, border cells, and discrete complex analysis	35
Production of adaptive movement patterns via an insect inspired spiking neural network central pattern generator	35
AI-driven audience clustering in sport media: a human–computer interaction approach using ‘CoPE-DEC’	35
Super special relativity	34
Neurocognition, cerebellar functions and psychiatric features in spinocerebellar ataxia type 34: a case series	34
The mesoanatomy of the cortex, minimization of free energy, and generative cognition	32
The cognitive impacts of large language model interactions on problem solving and decision making using EEG analysis	32
A comprehensive neural simulation of slow-wave sleep and highly responsive wakefulness dynamics	31
Treatment Enhances Betweenness Centrality of Fronto-Parietal Network in Parkinson’s Patients	30
Editorial: The embodied brain: computational mechanisms of integrated sensorimotor interactions with a dynamic environment, volume II	29
Performance control study of interleaved meltblown non-woven materials based on statistical analysis and predictive modeling	29
Online spike-based recognition of digits with ultrafast microlaser neurons	29

Common characteristics of variants linked to autism spectrum disorder in the WAVE regulatory complex	28
Computer vision quantization research on the architectural color of Avenida de Almeida Ribeiro in Macau based on the human eye perspective	28
Sudden restructuring of memory representations in recurrent neural networks with repeated stimulus presentations	27
Text clustering based on pre-trained models and autoencoders	27
DTCNet: finger flexion decoding with three-dimensional ECoG data	25
Toward a computational theory of manifold untangling: from global embedding to local flattening	23
Quantitative prediction of intracellular dynamics and synaptic currents in a small neural circuit	22
Editorial: Neuromorphic and deep learning paradigms for neural data interpretation and computational neuroscience	22
Editorial: Decoding novel therapeutic targets, biomarkers, and drug development strategies against neurodegenerative disorders—A multi-omics approach	22
Editorial: The new frontier in brain network physiology: from temporal dynamics to the principles of integration in physiological brain networks	20
Multiscale modeling of neuronal dynamics in hippocampus CA1	19
Patient-specific approach using data fusion and adversarial training for epileptic seizure prediction	19
The Use of Reduced Models to Generate Irregular, Broad-Band Signals That Resemble Brain Rhythms	19
Multimodal sleep staging network based on obstructive sleep apnea	19
Heart disease detection based on internet of things data using linear quadratic discriminant analysis and a deep graph convolutional neural network	18
Neuro-environmental interactions: a time sensitive matter	18
SBR-YOLO: context-position attention and adaptive feature fusion for student behavior recognition	18
Corrigendum: Decoding neuropathic pain: Can we predict fluctuations of propagation speed in stimulated peripheral nerve?	18
Ayu-Characterization of healthy aging from neuroimaging data with deep learning and rsfMRI	18
The effect of hearing impairment and social participation on depressive symptoms in older adults: a cross-lagged analysis	17
Hybrid deep spatial and statistical feature fusion for accurate MRI brain tumor classification	17
Reservoir based spiking models for univariate Time Series Classification	17
A critical analysis of MBTI-based personality profiling with large language models	17
Contralateral dominance emerges from geometric transformation in bilateral control systems	17
Spatio-Temporally Efficient Coding Assigns Functions to Hierarchical Structures of the Visual System	16
Editorial: Psychological and cognitive evaluation and intervention based on physiological and behavioral computing	16
Deep learning for detecting prenatal alcohol exposure in pediatric brain MRI: a transfer learning approach with explainability insights	16
ModFus-PD: synergizing cross-modal attention and contrastive learning for enhanced multimodal diagnosis of Parkinson’s disease	16
iSeizdiag: toward the framework development of epileptic seizure detection for healthcare	16
Perineuronal nets restrict transport near the neuron surface: A coarse-grained molecular dynamics study	15
Exploring Parameter and Hyper-Parameter Spaces of Neuroscience Models on High Performance Computers With Learning to Learn	15
Towards precision medicine in Tourette syndrome: a perspective on AI-driven predictive modelling and personalised care	14
Information flow drives localized morphological differences across neuronal and glial cell types	14
Brain-inspired Predictive Coding Improves the Performance of Machine Challenging Tasks	14
Population-level neural rejuvenation dynamics in addiction: a computational framework for understanding developmental plasticity reactivation	14
Smoking behavior detection algorithm based on YOLOv8-MNC	14
Insertion Guidance Based on Impedance Measurements of a Cochlear Electrode Array	13
Towards best practice of interpreting deep learning models for EEG-based brain computer interfaces	13
Improving imbalance classification via ensemble learning based on two-stage learning	13
Decoding the application of deep learning in neuroscience: a bibliometric analysis	13
Ensemble deep learning for brain tumor detection	13
The decoupling between hemodynamic parameters and neural activity implies a complex origin of spontaneous brain oscillations	13
Flexible intentions: An Active Inference theory	13
Editorial: Recent advances in EEG (non-invasive) based BCI applications	13
Nonlinear analysis of neuronal firing modulated by sinusoidal stimulation at axons in rat hippocampus	12
Editorial: Interdisciplinary synergies in neuroinformatics, cognitive computing, and computational neuroscience	12
Individualized connectomic tACS immediately improves oscillatory network with language facilitation in post-stroke aphasia: a feasibility study of a dysfunctome-based targeting approach	12
End-to-end model-based trajectory prediction for ro-ro ship route using dual-attention mechanism	12
A computational approach based on weighted gene co-expression network analysis for biomarkers analysis of Parkinson’s disease and construction of diagnostic model	12
Reinforcement Learning Model With Dynamic State Space Tested on Target Search Tasks for Monkeys: Extension to Learning Task Events	12

A novel associative memory model based on semi-tensor product (STP)	12
Editorial: Understanding and bridging the gap between neuromorphic computing and machine learning, volume II	12
Regulation of sharp wave-ripples by cholecystokinin-expressing interneurons and parvalbumin-expressing basket cells in the hippocampal CA3 region	12
On the similarities of representations in artificial and brain neural networks for speech recognition	11
Motion feature extraction using magnocellular-inspired spiking neural networks for drone detection	11
Feedback stabilization of probabilistic finite state machines based on deep Q-network	11
Kohonen neural network and symbiotic-organism search algorithm for intrusion detection of network viruses	11
Single channel approach for filtering electroencephalographic signals strongly contaminated with facial electromyography	11
A new method for community-based intelligent screening of early Alzheimer’s disease populations based on digital biomarkers of the writing process	11
Advancing epileptic seizure recognition through bidirectional LSTM networks	11
Neuronal and behavioral affective perceptions of human and naturalness-reduced emotional prosodies	11
LGNN: a novel linear graph neural network algorithm	11
Triboelectric nanogenerators for neural data interpretation: bridging multi-sensing interfaces with neuromorphic and deep learning paradigms	11
NeuralVisionNet: a probabilistic neural process model for continuous visual anticipation	11
Does Your Loved One With Cognitive Symptoms Need to See a Doctor? Check It Online	11
System-level brain modeling	11
Clustering and disease subtyping in Neuroscience, toward better methodological adaptations	10
Using noise to distinguish between system and observer effects in multimodal neuroimaging	10
CRISP: a correlation-filtered recursive feature elimination and integration of SMOTE pipeline for gait-based Parkinson’s disease screening	10
Degeneracy and stability in neural circuits of dopamine and serotonin neuromodulators: A theoretical consideration	10
Leveraging conscious and nonconscious learning for efficient AI	10
Editorial: Neuro-inspired sensing and computing: Novel materials, devices, and systems	10
Unification of free energy minimization, spatiotemporal energy, and dimension reduction models of V1 organization: Postnatal learning on an antenatal scaffold	10
Simplex polynomial in complex networks and its applications to compute the Euler characteristic	10
Spike-HAR++: an energy-efficient and lightweight parallel spiking transformer for event-based human action recognition	10
Dynamics of a model for the degradation mechanism of aggregated α-synuclein in Parkinson's disease	10
Feature separation and adversarial training for the patient-independent detection of epileptic seizures	10
Impact of DC-Coupled Electrophysiological Recordings for Translational Neuroscience: Case Study of Tracking Neural Dynamics in Rodent Models of Seizures	10
The significance of cerebellar contributions in early-life through aging	10
A spatial map: a propitious choice for constraining the binding problem	10
A machine learning approach to evaluate the impact of virtual balance/cognitive training on fall risk in older women	10
Editorial: Advancements in neural coding: sensory perception and multiplexed encoding strategies	10
Addressing skepticism of the critical brain hypothesis	10
Wave turbulence and cortical dynamics	9
Information bottleneck-based Hebbian learning rule naturally ties working memory and synaptic updates	9
Interpreting the decisions of CNNs via influence functions	9
Dentate gyrus granule cell activation following extracellular electrical stimulation: a multi-scale computational model to guide hippocampal neurostimulation strategies	9
Motor cortex outputs evoked by long-duration microstimulation encode synergistic muscle activation patterns not controlled movement trajectories	9
Positional multi-length and mutual-attention network for epileptic seizure classification	9
Latent dynamics of primary sensory cortical population activity structured by fluctuations in the local field potential	9
Complexity-based graph convolutional neural network for epilepsy diagnosis in normal, acute, and chronic stages	9
Book review: Electrical fields and the experienced life	9
An AI methodology to reduce training intensity, error rates, and size of neural networks	9
Computing the partition dimension of certain families of Toeplitz graph	9
Method for persistent topological features extraction of schizophrenia patients’ electroencephalography signal based on persistent homology	9
Learning delays through gradients and structure: emergence of spatiotemporal patterns in spiking neural networks	9
U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis	9
Reductionist modeling of calcium-dependent dynamics in recurrent neural networks	9
A neural learning approach for simultaneous object detection and grasp detection in cluttered scenes	9
An interpretable approach for automatic aesthetic assessment of remote sensing images	9
Simulation of neuroplasticity in a CNN-based in-silico model of neurodegeneration of the visual system	9
Prestimulus α/β power in temporal-order judgments: individuals differ in direction of modulation but show consistency over auditory and visual tasks	8
Conventional machine learning and deep learning in Alzheimer's disease diagnosis using neuroimaging: A review	8
Multi-sequence generative adversarial network: better generation for enhanced magnetic resonance imaging images	8
Distinctive properties of biological neural networks and recent advances in bottom-up approaches toward a better biologically plausible neural network	8
Role of Lateral Inhibition on Visual Number Sense	8
Biases in BCI experiments: Do we really need to balance stimulus properties across categories?	8
Mean-field based framework for forward modeling of LFP and MEG signals	8
Quantifying network behavior in the rat prefrontal cortex	8
Noise-tuned bursting in a Hedgehog burster	8
Cross-site scripting attack detection based on a modified convolution neural network	8
A computational classification method of breast cancer images using the VGGNet model	8
Editorial: Computer vision and image synthesis for neurological applications	8
A combinatorial deep learning method for Alzheimer’s disease classification-based merging pretrained networks	8
Cross-subject mapping of neural activity with restricted Boltzmann machines	8
Hyperscanning fNIRS data analysis using multiregression dynamic models: an illustration in a violin duo	8
Integrated world modeling theory expanded: Implications for the future of consciousness	7
GAME-Net: an ensemble deep learning framework integrating Generative Autoencoders and attention mechanisms for automated brain tumor segmentation in MRI	7
The synaptic correlates of serial position effects in sequential working memory	7
An N400 identification method based on the combination of Soft-DTW and transformer	7
Facial emotion recognition using deep quantum and advanced transfer learning mechanism	7
Research on the spatial layout optimization strategy of Huaihe Road Commercial Block in Hefei city based on space syntax theory	7
A Study of English Learning Vocabulary Detection Based on Image Semantic Segmentation Fusion Network	7
Editorial: Modeling brain function at the level of neurons and circuits via computational and data-driven approaches	7
Novel deep learning framework for detection of epileptic seizures using EEG signals	7
Unified theory of alpha, mu, and tau rhythms via eigenmodes of brain activity	7
A new method for identifying and evaluating depressive disorders in young people based on cognitive neurocomputing: an exploratory study	7
Editorial: Computational modeling and machine learning methods in neurodevelopment and neurodegeneration: from basic research to clinical applications	7
Developing a hippocampal neural prosthetic to facilitate human memory encoding and recall of stimulus features and categories	7
A neuro-inspired computational model of life-long learning and catastrophic interference, mimicking hippocampus novelty-based dopamine modulation and lateral inhibitory plasticity	7

Machine learning identifies genes linked to neurological disorders induced by equine encephalitis viruses, traumatic brain injuries, and organophosphorus nerve agents	7
Synaptic plasticity facilitates oscillations in a V1 cortical column model with multiple interneuron types	7
The connectivity degree controls the difficulty in reservoir design of random boolean networks	7
Classification of dry and wet macular degeneration based on the ConvNeXT model	7
Editorial: Advances in computer science and their impact on data acquisition and analysis in neuroscience	7
Multi-atlas ensemble graph neural network model for major depressive disorder detection using functional MRI data	7
Automated karyogram analysis for early detection of genetic and neurodegenerative disorders: a hybrid machine learning approach	7
Analysis of abnormal posture in patients with Parkinson's disease using a computational model considering muscle tones	7
Response of a neuronal network computational model to infrared neural stimulation	7
Computational modeling of resistance to hormone-mediated remission in childhood absence epilepsy	7
Identification of Smith–Magenis syndrome cases through an experimental evaluation of machine learning methods	6
Exploring the neural basis of creativity: EEG analysis of power spectrum and functional connectivity during creative tasks in school-aged children	6
Toward a unifying framework for the modeling and identification of motor primitives	6
Deep learning for automatic segmentation of vestibular schwannoma: a retrospective study from multi-center routine MRI	6
Alleviating the medical strain: a triage method via cross-domain text classification	6
Erratum: Covariance properties under natural image transformations for the generalised Gaussian derivative model for visual receptive fields	6
Editorial: Computational methods for neuroimaging: Challenges and future trends	6
Optimizing extubation success: a comparative analysis of time series algorithms and activation functions	6
Causal functional connectivity in Alzheimer's disease computed from time series fMRI data	6
Simulating combined monoaminergic depletions in a PD animal model through a bio-constrained differential equations system	6
E2ENNet: An end-to-end neural network for emotional brain-computer interface	6
BrainNet: an automated approach for brain stress prediction utilizing electrodermal activity signal with XLNet model	6
Correction: Multi-label remote sensing classification with self-supervised gated multi-modal transformers	6
Controlling neocortical epileptic seizures using forced temporal spike-time stimulation: an in silico computational study	6
An enhanced pattern detection and segmentation of brain tumors in MRI images using deep learning technique	6
Corrigendum: An initial prediction and fine-tuning model based on improving GCN for 3D human motion prediction	6
Skeleton-based motion prediction: A survey	6
Neurocomputational mechanisms underlying perception and sentience in the neocortex	6
Mechanistic explanation of neuroplasticity using equivalent circuits	6
Interpretable machine learning for precision cognitive aging	6
Self-decisive algorithm for unconstrained optimization problems as in biomedical image analysis	6
Optimized facial landmark modeling with medical aesthetic constraints by a multi-objective genetic algorithm	6
Modeling the tonotopic map using a two-dimensional array of neural oscillators	6
An efficient approach for textual data classification using deep learning	6
Deep attention super-resolution of brain magnetic resonance images acquired under clinical protocols	6
Computational modeling to study the impact of changes in Nav1.8 sodium channel on neuropathic pain	6
Learning dynamic cognitive map with autonomous navigation	6
Simplified two-compartment neuron with calcium dynamics capturing brain-state specific apical-amplification, -isolation and -drive	6
Engineered biological neuronal networks as basic logic operators	5
Decentralized EEG-based detection of major depressive disorder via transformer architectures and split learning	5
Topological features of spike trains in recurrent spiking neural networks that are trained to generate spatiotemporal patterns	5
Functional extreme learning machine	5
Hippocampal formation-inspired global self-localization: quick recovery from the kidnapped robot problem from an egocentric perspective	5
Toward Reflective Spiking Neural Networks Exploiting Memristive Devices	5
Dynamic models for musical rhythm perception and coordination	5
The improved thalamo-cortical spiking network model of deep brain stimulation	5
State-dependent filtering as a mechanism toward visual robustness	5
Cross-population amplitude coupling in high-dimensional oscillatory neural time series	5
Replication challenges in linking personality to resting-state functional connectomics	5
Altered synaptic plasticity at hippocampal CA1–CA3 synapses in Alzheimer's disease: integration of amyloid precursor protein intracellular domain and amyloid beta effects into computational models	5
Tuning curves vs. population responses, and perceptual consequences of receptive-field remapping	5
How to be an integrated information theorist without losing your body	5
Spatial frequency channels depend on stimulus bandwidth in normal and amblyopic vision: an exploratory factor analysis	5
Feature optimization based on improved novel global harmony search algorithm for motor imagery electroencephalogram classification	5
Convolutional-de-convolutional neural networks for recognition of surgical workflow	5
Metaheuristic-driven dual-layer model for classifying Alzheimer's disease stages	5
Circuit-level modeling of prediction error computation of multi-dimensional features in voluntary actions	5
Bayesian continual learning via spiking neural networks	5
Role of spinal sensorimotor circuits in triphasic muscle command: a simulation approach using goal exploration process	5
Disorder and the Neural Representation of Complex Odors	5
EEG electrode setup optimization using feature extraction techniques for neonatal sleep state classification	5
Cross-Frequency Slow Oscillation–Spindle Coupling in a Biophysically Realistic Thalamocortical Neural Mass Model	4
Accurate few-shot object counting with Hough matching feature enhancement	4
Modeling functional connectivity changes during an auditory language task using line graph neural networks	4
Intrinsic calcium resonance and its modulation: insights from computational modeling	4
Rapid Spectral Dynamics in Hippocampal Oscillons	4
Maximum likelihood estimation of spatially dependent interactions in large populations of cortical neurons	4
Detection of Brain Network Communities During Natural Speech Comprehension From Functionally Aligned EEG Sources	4
Finding the Location of Axonal Activation by a Miniature Magnetic Coil	4
Effects of AC induced electric fields on neuronal firing sensitivity and activity patterns	4
Convolutional neural networks for vision neuroscience: significance, developments, and outstanding issues	4
A three-step, “brute-force” approach toward optimized affine spatial normalization	4
Integrating ankle and hip strategies for the stabilization of upright standing: An intermittent control model	4
EPIC-NET: EEG-based epilepsy classification and brain localization using Optuna wave-gated recurrent unit network	4
Editorial: Advancing our understanding of the impact of dynamics at different spatiotemporal scales and structure on brain synchronous activity, volume II	4
Rényi entropy-complexity causality space: a novel neurocomputational tool for detecting scale-free features in EEG/iEEG data	4
Pathological cell assembly dynamics in a striatal MSN network model	4
Survival prediction for patients with glioblastoma multiforme using a Cox proportional hazards denoising autoencoder network	4
Whole-Brain Network Models: From Physics to Bedside	4
Grid codes vs. multi-scale, multi-field place codes for space	4
Identifying distinctive brain regions related to consumer choice behaviors on branded foods using activation likelihood estimation and machine learning	4
The role of IP3 receptors and SERCA pumps in restoring working memory under amyloid β induced Alzheimer's disease: a modeling study	4
Applications of graph theory to the analysis of fNIRS data in hyperscanning paradigms	4
Fractal memory structure in the spatiotemporal learning rule	4
Simulated target search by bats using biomimetic SCAT biosonar model	4
Adapting hippocampus multi-scale place field distributions in cluttered environments optimizes spatial navigation and learning	4
An efficient swarm intelligence approach to the optimization on high-dimensional solutions with cross-dimensional constraints, with applications in supply chain management	4
Editorial: Temporal structure of neural processes coupling sensory, motor and cognitive functions of the brain, volume II	4
Exploring subthreshold processing for next-generation TinyAI	4
Research on the multi-granularity method of role engineering	4
A mutual information measure of phase-amplitude coupling using gamma generalized linear models	4
Real-time numerical system convertor via two-dimensional WS2-based memristive device	4
Dynamical predictive coding with reservoir computing performs noise-robust multi-sensory speech recognition	4
Editorial: Complex network dynamics in consciousness	4
Transferable CNN-based data mining approaches for medical imaging: application to spine DXA scans for osteoporosis detection	4