Frontiers in Computational Neuroscience

Article	Citations
Editorial: Symmetry as a guiding principle in artificial and brain neural networks	173
Research on efficient feature extraction: Improving YOLOv5 backbone for facial expression detection in live streaming scenes	131
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	121
NeuroFusionNet: cross-modal modeling from brain activity to visual understanding	96
High precision visual localization method of UAV based on feature matching	74
Predictive coding with spiking neurons and feedforward gist signaling	72
Feature fusion and WOA-GWO optimization for Alzheimer’s disease detection with sparse EEG channels	63
Short-term postsynaptic plasticity facilitates predictive tracking in continuous attractors	53
Reinforced liquid state machines—new training strategies for spiking neural networks based on reinforcements	53
FacialNet: facial emotion recognition for mental health analysis using UNet segmentation with transfer learning model	52
Deep learning-based Alzheimer's disease detection: reproducibility and the effect of modeling choices	49
A novel multi-feature fusion attention neural network for the recognition of epileptic EEG signals	48
Electroencephalogram-based adaptive closed-loop brain-computer interface in neurorehabilitation: a review	47
AI-driven audience clustering in sport media: a human–computer interaction approach using ‘CoPE-DEC’	44
Production of adaptive movement patterns via an insect inspired spiking neural network central pattern generator	38
Neurocognition, cerebellar functions and psychiatric features in spinocerebellar ataxia type 34: a case series	37
Super special relativity	36
Editorial: The embodied brain: computational mechanisms of integrated sensorimotor interactions with a dynamic environment, volume II	34
Online spike-based recognition of digits with ultrafast microlaser neurons	34
The mesoanatomy of the cortex, minimization of free energy, and generative cognition	31
Common characteristics of variants linked to autism spectrum disorder in the WAVE regulatory complex	30
Sudden restructuring of memory representations in recurrent neural networks with repeated stimulus presentations	29
DTCNet: finger flexion decoding with three-dimensional ECoG data	27
Text clustering based on pre-trained models and autoencoders	27
Editorial: Neuromorphic and deep learning paradigms for neural data interpretation and computational neuroscience	26

Toward a computational theory of manifold untangling: from global embedding to local flattening	25
Quantitative prediction of intracellular dynamics and synaptic currents in a small neural circuit	24
A comprehensive neural simulation of slow-wave sleep and highly responsive wakefulness dynamics	23
A nullcline-guided discrete-time map for neurons with subcritical Hopf bifurcation dynamics	23
Neural-network-inspired federated coordination for noise-tolerant distributed optimization in cyber-physical demand-side management	23
Multiscale modeling of neuronal dynamics in hippocampus CA1	21
The cognitive impacts of large language model interactions on problem solving and decision making using EEG analysis	21
Computer vision quantization research on the architectural color of Avenida de Almeida Ribeiro in Macau based on the human eye perspective	21
Editorial: The new frontier in brain network physiology: from temporal dynamics to the principles of integration in physiological brain networks	21
Performance control study of interleaved meltblown non-woven materials based on statistical analysis and predictive modeling	21
Multimodal sleep staging network based on obstructive sleep apnea	21
Editorial: Decoding novel therapeutic targets, biomarkers, and drug development strategies against neurodegenerative disorders—A multi-omics approach	21
Grid cells, border cells, and discrete complex analysis	21
Patient-specific approach using data fusion and adversarial training for epileptic seizure prediction	20
SBR-YOLO: context-position attention and adaptive feature fusion for student behavior recognition	19
Contralateral dominance emerges from geometric transformation in bilateral control systems	19
The effect of hearing impairment and social participation on depressive symptoms in older adults: a cross-lagged analysis	18
Corrigendum: Decoding neuropathic pain: Can we predict fluctuations of propagation speed in stimulated peripheral nerve?	18
Neuro-environmental interactions: a time sensitive matter	18
A critical analysis of MBTI-based personality profiling with large language models	18
Editorial: Cerebellar computations across the lifespan	18
Ayu-Characterization of healthy aging from neuroimaging data with deep learning and rsfMRI	18
Temporal codes and recurrent timing nets for rhythmic expectancy	17
Editorial: Psychological and cognitive evaluation and intervention based on physiological and behavioral computing	17
Heart disease detection based on internet of things data using linear quadratic discriminant analysis and a deep graph convolutional neural network	17
ModFus-PD: synergizing cross-modal attention and contrastive learning for enhanced multimodal diagnosis of Parkinson’s disease	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
Information flow drives localized morphological differences across neuronal and glial cell types	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	16
Population-level neural rejuvenation dynamics in addiction: a computational framework for understanding developmental plasticity reactivation	16
Deep learning for detecting prenatal alcohol exposure in pediatric brain MRI: a transfer learning approach with explainability insights	16
Decoding the application of deep learning in neuroscience: a bibliometric analysis	15
The decoupling between hemodynamic parameters and neural activity implies a complex origin of spontaneous brain oscillations	15
Flexible intentions: An Active Inference theory	15
Smoking behavior detection algorithm based on YOLOv8-MNC	14
Editorial: Recent advances in EEG (non-invasive) based BCI applications	14
Ensemble deep learning for brain tumor detection	14
Brain-inspired Predictive Coding Improves the Performance of Machine Challenging Tasks	14
Towards best practice of interpreting deep learning models for EEG-based brain computer interfaces	14
Towards precision medicine in Tourette syndrome: a perspective on AI-driven predictive modelling and personalised care	14
Triboelectric nanogenerators for neural data interpretation: bridging multi-sensing interfaces with neuromorphic and deep learning paradigms	13
Feedback stabilization of probabilistic finite state machines based on deep Q-network	13
A computational approach based on weighted gene co-expression network analysis for biomarkers analysis of Parkinson’s disease and construction of diagnostic model	13
A novel associative memory model based on semi-tensor product (STP)	13
Neuronal and behavioral affective perceptions of human and naturalness-reduced emotional prosodies	13
Nonlinear analysis of neuronal firing modulated by sinusoidal stimulation at axons in rat hippocampus	12
End-to-end model-based trajectory prediction for ro-ro ship route using dual-attention mechanism	12
MEG state dynamics of sentence generation: evidence for a compensatory segmentation mechanism in healthy aging	12

Motion feature extraction using magnocellular-inspired spiking neural networks for drone detection	12
Editorial: Interdisciplinary synergies in neuroinformatics, cognitive computing, and computational neuroscience	12
On the similarities of representations in artificial and brain neural networks for speech recognition	12
NeuralVisionNet: a probabilistic neural process model for continuous visual anticipation	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
Advancing epileptic seizure recognition through bidirectional LSTM networks	12
Editorial: Understanding and bridging the gap between neuromorphic computing and machine learning, volume II	12
LGNN: a novel linear graph neural network algorithm	12
Improving imbalance classification via ensemble learning based on two-stage learning	12
Regulation of sharp wave-ripples by cholecystokinin-expressing interneurons and parvalbumin-expressing basket cells in the hippocampal CA3 region	12
Editorial: Advancements in neural coding: sensory perception and multiplexed encoding strategies	11
Simplex polynomial in complex networks and its applications to compute the Euler characteristic	11
Dynamics of a model for the degradation mechanism of aggregated α-synuclein in Parkinson's disease	11
A machine learning approach to evaluate the impact of virtual balance/cognitive training on fall risk in older women	11
Editorial: Neuro-inspired sensing and computing: Novel materials, devices, and systems	11
Leveraging conscious and nonconscious learning for efficient AI	11
A spatial map: a propitious choice for constraining the binding problem	11
CRISP: a correlation-filtered recursive feature elimination and integration of SMOTE pipeline for gait-based Parkinson’s disease screening	11
Clustering and disease subtyping in Neuroscience, toward better methodological adaptations	11
System-level brain modeling	11
A new method for community-based intelligent screening of early Alzheimer’s disease populations based on digital biomarkers of the writing process	11
Information bottleneck-based Hebbian learning rule naturally ties working memory and synaptic updates	11
Degeneracy and stability in neural circuits of dopamine and serotonin neuromodulators: A theoretical consideration	11
Feature separation and adversarial training for the patient-independent detection of epileptic seizures	11
Addressing skepticism of the critical brain hypothesis	11
Kohonen neural network and symbiotic-organism search algorithm for intrusion detection of network viruses	11
Unification of free energy minimization, spatiotemporal energy, and dimension reduction models of V1 organization: Postnatal learning on an antenatal scaffold	10
Spike-HAR++: an energy-efficient and lightweight parallel spiking transformer for event-based human action recognition	10
Positional multi-length and mutual-attention network for epileptic seizure classification	10
Using noise to distinguish between system and observer effects in multimodal neuroimaging	10
Interpretable deep learning for functional MRI-based auxiliary diagnosis of major depressive disorder with suicidal ideation	10
The significance of cerebellar contributions in early-life through aging	10
Rehab-DRLX: explainable neurorehabilitation prognosis using deep reinforcement learning and transformer-based models	10
Mean-field based framework for forward modeling of LFP and MEG signals	9
Dentate gyrus granule cell activation following extracellular electrical stimulation: a multi-scale computational model to guide hippocampal neurostimulation strategies	9
An interpretable approach for automatic aesthetic assessment of remote sensing images	9
Computing the partition dimension of certain families of Toeplitz graph	9
Latent dynamics of primary sensory cortical population activity structured by fluctuations in the local field potential	9
The neuroscience education readiness checklist for digital tools and methods	9
Wave turbulence and cortical dynamics	9
Method for persistent topological features extraction of schizophrenia patients’ electroencephalography signal based on persistent homology	9
Book review: Electrical fields and the experienced life	9
Motor cortex outputs evoked by long-duration microstimulation encode synergistic muscle activation patterns not controlled movement trajectories	9
Reductionist modeling of calcium-dependent dynamics in recurrent neural networks	9
Learning delays through gradients and structure: emergence of spatiotemporal patterns in spiking neural networks	9
Complexity-based graph convolutional neural network for epilepsy diagnosis in normal, acute, and chronic stages	9
Interpreting the decisions of CNNs via influence functions	9
An AI methodology to reduce training intensity, error rates, and size of neural networks	9
A neural learning approach for simultaneous object detection and grasp detection in cluttered scenes	9
U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis	9
Simulation of neuroplasticity in a CNN-based in-silico model of neurodegeneration of the visual system	9
Classification of dry and wet macular degeneration based on the ConvNeXT model	8
Prestimulus α/β power in temporal-order judgments: individuals differ in direction of modulation but show consistency over auditory and visual tasks	8
Binarized neural networks converge toward algorithmic simplicity: empirical support for the learning-as-compression hypothesis	8
A computational classification method of breast cancer images using the VGGNet model	8
A combinatorial deep learning method for Alzheimer’s disease classification-based merging pretrained networks	8
Analysis of abnormal posture in patients with Parkinson's disease using a computational model considering muscle tones	8
A new method for identifying and evaluating depressive disorders in young people based on cognitive neurocomputing: an exploratory study	8
Unified theory of alpha, mu, and tau rhythms via eigenmodes of brain activity	8
Editorial: Computer vision and image synthesis for neurological applications	8
Cross-subject mapping of neural activity with restricted Boltzmann machines	8
Quantifying network behavior in the rat prefrontal cortex	8
Cross-site scripting attack detection based on a modified convolution neural network	8
Multi-atlas ensemble graph neural network model for major depressive disorder detection using functional MRI data	8
Distinctive properties of biological neural networks and recent advances in bottom-up approaches toward a better biologically plausible neural network	8
Biases in BCI experiments: Do we really need to balance stimulus properties across categories?	8
Hyperscanning fNIRS data analysis using multiregression dynamic models: an illustration in a violin duo	8
The goo that binds us: how field resonance solves neuroscience’s binding and criticality problems	8
Multi-sequence generative adversarial network: better generation for enhanced magnetic resonance imaging images	8
Conventional machine learning and deep learning in Alzheimer's disease diagnosis using neuroimaging: A review	8
The synaptic correlates of serial position effects in sequential working memory	7
Editorial: Computational modeling and machine learning methods in neurodevelopment and neurodegeneration: from basic research to clinical applications	7
A neuro-inspired computational model of life-long learning and catastrophic interference, mimicking hippocampus novelty-based dopamine modulation and lateral inhibitory plasticity	7
Controlling neocortical epileptic seizures using forced temporal spike-time stimulation: an in silico computational study	7
GAME-Net: an ensemble deep learning framework integrating Generative Autoencoders and attention mechanisms for automated brain tumor segmentation in MRI	7
Integrated world modeling theory expanded: Implications for the future of consciousness	7
Editorial: Advances in computer science and their impact on data acquisition and analysis in neuroscience	7
Developing a hippocampal neural prosthetic to facilitate human memory encoding and recall of stimulus features and categories	7
An N400 identification method based on the combination of Soft-DTW and transformer	7
Novel deep learning framework for detection of epileptic seizures using EEG signals	7

Machine learning identifies genes linked to neurological disorders induced by equine encephalitis viruses, traumatic brain injuries, and organophosphorus nerve agents	7
The connectivity degree controls the difficulty in reservoir design of random boolean networks	7
Hilbert-domain sub-band feature framework for EEG-based seizure detection	7
Response of a neuronal network computational model to infrared neural stimulation	7
Synaptic plasticity facilitates oscillations in a V1 cortical column model with multiple interneuron types	7
Editorial: Modeling brain function at the level of neurons and circuits via computational and data-driven approaches	7
Facial emotion recognition using deep quantum and advanced transfer learning mechanism	7
Automated karyogram analysis for early detection of genetic and neurodegenerative disorders: a hybrid machine learning approach	7
Research on the spatial layout optimization strategy of Huaihe Road Commercial Block in Hefei city based on space syntax theory	7
Interpretable and explainable artificial intelligence for wearable sensor-based fall risk assessment in older adults: a systematic review with considerations for prosthetics and orthotics	6
Optimized facial landmark modeling with medical aesthetic constraints by a multi-objective genetic algorithm	6
Deep attention super-resolution of brain magnetic resonance images acquired under clinical protocols	6
Skeleton-based motion prediction: A survey	6
Simplified two-compartment neuron with calcium dynamics capturing brain-state specific apical-amplification, -isolation and -drive	6
Computational modeling to study the impact of changes in Nav1.8 sodium channel on neuropathic pain	6
An efficient approach for textual data classification using deep learning	6
Computational modeling of resistance to hormone-mediated remission in childhood absence epilepsy	6
BrainNet: an automated approach for brain stress prediction utilizing electrodermal activity signal with XLNet model	6
Exploring the neural basis of creativity: EEG analysis of power spectrum and functional connectivity during creative tasks in school-aged children	6
Corrigendum: An initial prediction and fine-tuning model based on improving GCN for 3D human motion prediction	6
Simulating combined monoaminergic depletions in a PD animal model through a bio-constrained differential equations system	6
Erratum: Covariance properties under natural image transformations for the generalised Gaussian derivative model for visual receptive fields	6
Interpretable machine learning for precision cognitive aging	6
Neurocomputational mechanisms underlying perception and sentience in the neocortex	6
Deep learning for automatic segmentation of vestibular schwannoma: a retrospective study from multi-center routine MRI	6
Editorial: Computational methods for neuroimaging: Challenges and future trends	6
Modeling the tonotopic map using a two-dimensional array of neural oscillators	5
Toward a unifying framework for the modeling and identification of motor primitives	5
Role of spinal sensorimotor circuits in triphasic muscle command: a simulation approach using goal exploration process	5
Topological features of spike trains in recurrent spiking neural networks that are trained to generate spatiotemporal patterns	5
Convolutional-de-convolutional neural networks for recognition of surgical workflow	5
Cross-population amplitude coupling in high-dimensional oscillatory neural time series	5
E2ENNet: An end-to-end neural network for emotional brain-computer interface	5
Identification of Smith–Magenis syndrome cases through an experimental evaluation of machine learning methods	5
Alleviating the medical strain: a triage method via cross-domain text classification	5
Causal functional connectivity in Alzheimer's disease computed from time series fMRI data	5
Learning dynamic cognitive map with autonomous navigation	5
Functional extreme learning machine	5
State-dependent filtering as a mechanism toward visual robustness	5
Spatial frequency channels depend on stimulus bandwidth in normal and amblyopic vision: an exploratory factor analysis	5
Optimizing extubation success: a comparative analysis of time series algorithms and activation functions	5
Metaheuristic-driven dual-layer model for classifying Alzheimer's disease stages	5
Correction: Multi-label remote sensing classification with self-supervised gated multi-modal transformers	5
Self-decisive algorithm for unconstrained optimization problems as in biomedical image analysis	5
Mechanistic explanation of neuroplasticity using equivalent circuits	5
Replication challenges in linking personality to resting-state functional connectomics	5
Feature optimization based on improved novel global harmony search algorithm for motor imagery electroencephalogram classification	5
The improved thalamo-cortical spiking network model of deep brain stimulation	5
An enhanced pattern detection and segmentation of brain tumors in MRI images using deep learning technique	5
Decentralized EEG-based detection of major depressive disorder via transformer architectures and split learning	5
A sub-Riemannian model of the motor cortex with Wasserstein distance	5
Circuit-level modeling of prediction error computation of multi-dimensional features in voluntary actions	4
Extraction of brainprint by means of autoencoder with attention mechanism	4
Integrating ankle and hip strategies for the stabilization of upright standing: An intermittent control model	4
A three-step, “brute-force” approach toward optimized affine spatial normalization	4
A mutual information measure of phase-amplitude coupling using gamma generalized linear models	4
Accurate few-shot object counting with Hough matching feature enhancement	4
Research on the multi-granularity method of role engineering	4
Maximum likelihood estimation of spatially dependent interactions in large populations of cortical neurons	4
A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode	4
Multi-label remote sensing classification with self-supervised gated multi-modal transformers	4
Bayesian continual learning via spiking neural networks	4
An efficient swarm intelligence approach to the optimization on high-dimensional solutions with cross-dimensional constraints, with applications in supply chain management	4
Disorder and the Neural Representation of Complex Odors	4
Hippocampal formation-inspired global self-localization: quick recovery from the kidnapped robot problem from an egocentric perspective	4
How to be an integrated information theorist without losing your body	4
Explainable AI uncovers novel EEG microstate candidate neurophysiological markers for autism spectrum disorder	4
Editorial: Advancing our understanding of the impact of dynamics at different spatiotemporal scales and structure on brain synchronous activity, volume II	4
Symmetry breaking and avalanche shapes in modular neural networks	4
Simulated target search by bats using biomimetic SCAT biosonar model	4
EPIC-NET: EEG-based epilepsy classification and brain localization using Optuna wave-gated recurrent unit network	4
Exploring subthreshold processing for next-generation TinyAI	4
Optogenetic manipulation of inhibitory interneurons can be used to validate a model of spatiotemporal sequence learning	4
Pathological cell assembly dynamics in a striatal MSN network model	4
Modeling functional connectivity changes during an auditory language task using line graph neural networks	4
Editorial: Temporal structure of neural processes coupling sensory, motor and cognitive functions of the brain, volume II	4
EEG electrode setup optimization using feature extraction techniques for neonatal sleep state classification	4
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	4
NEURONpyxl: fast, flexible, Python-integrated simulation of biophysical neural networks with complex plastic synapses	4
Integrating deep learning 3D tracking and biophysical EOD modeling for precise, noninvasive computational neuroethology in freely swimming weakly electric fish	4
Adapting hippocampus multi-scale place field distributions in cluttered environments optimizes spatial navigation and learning	4
Deep learning guided propofol ketamine dosing and inflammation trajectories in elderly burns	4
Transformer-based multimodal precision intervention model for enhancing diaphragm function in elderly patients	4
Grid codes vs. multi-scale, multi-field place codes for space	4
Dynamic models for musical rhythm perception and coordination	4
Survival prediction for patients with glioblastoma multiforme using a Cox proportional hazards denoising autoencoder network	4
Rényi entropy-complexity causality space: a novel neurocomputational tool for detecting scale-free features in EEG/iEEG data	4
Intrinsic calcium resonance and its modulation: insights from computational modeling	4
A computational model of learning flexible navigation in a maze by layout-conforming replay of place cells	4
Engineered biological neuronal networks as basic logic operators	4
Tuning curves vs. population responses, and perceptual consequences of receptive-field remapping	4
Spike timing-dependent plasticity under imbalanced excitation and inhibition reduces the complexity of neural activity	3
Bayesian hierarchical models and prior elicitation for fitting psychometric functions	3
Synergy quality assessment of muscle modules for determining learning performance using a realistic musculoskeletal model	3
Neuromorphic energy economics: toward biologically inspired and sustainable power market design	3