Frontiers in Computational Neuroscience

Papers
(The median citation count of Frontiers in Computational Neuroscience is 2. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-02-01 to 2025-02-01.)
ArticleCitations
Interpreting the decisions of CNNs via influence functions92
Short-term postsynaptic plasticity facilitates predictive tracking in continuous attractors73
Editorial: Affective brain-computer interface in emotion artificial intelligence and medical engineering67
Predictive coding with spiking neurons and feedforward gist signaling61
Retraction: Deep learning for autism diagnosis and facial analysis in children48
SaE-GBLS: an effective self-adaptive evolutionary optimized graph-broad model for EEG-based automatic epileptic seizure detection42
Mean-field based framework for forward modeling of LFP and MEG signals40
Research on efficient feature extraction: Improving YOLOv5 backbone for facial expression detection in live streaming scenes31
A neural basis for learning sequential memory in brain loop structures31
PointAS: an attention based sampling neural network for visual perception28
Functional Connectivity and Complexity in the Phenomenological Model of Mild Cognitive-Impaired Alzheimer's Disease26
Emotions as Abstract Evaluation Criteria in Biological and Artificial Intelligences25
Toward Precise Localization of Abnormal Brain Activity: 1D CNN on Single Voxel fMRI Time-Series24
Energy-based analog neural network framework24
Can neuron modeling constrained by ultrafast imaging data extract the native function of ion channels?22
Purkinje cell models: past, present and future22
Editorial: Deep neural network based decision-making interpretability20
Dynamic probability integration for electroencephalography-based rapid serial visual presentation performance enhancement: Application in nighttime vehicle detection20
Motor cortex outputs evoked by long-duration microstimulation encode synergistic muscle activation patterns not controlled movement trajectories20
U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis20
Brain Inspired Sequences Production by Spiking Neural Networks With Reward-Modulated STDP19
Rényi entropy-complexity causality space: a novel neurocomputational tool for detecting scale-free features in EEG/iEEG data18
A computational model of learning flexible navigation in a maze by layout-conforming replay of place cells18
Artificial intelligence insights into hippocampal processing18
Reconstructing Group Wavelet Transform From Feature Maps With a Reproducing Kernel Iteration16
A lightweight mixup-based short texts clustering for contrastive learning16
Patterns of synchronization in 2D networks of inhibitory neurons16
Recurrent Excitatory Feedback From Mossy Cells Enhances Sparsity and Pattern Separation in the Dentate Gyrus via Indirect Feedback Inhibition15
Deep learning-based Alzheimer's disease detection: reproducibility and the effect of modeling choices15
Pathological cell assembly dynamics in a striatal MSN network model15
Lightweight semantic segmentation network with configurable context and small object attention15
Cortical circuit-based lossless neural integrator for perceptual decision-making: A computational modeling study15
Functional Brain Connections Identify Sensorineural Hearing Loss and Predict the Outcome of Cochlear Implantation15
Multi-label remote sensing classification with self-supervised gated multi-modal transformers14
Electroencephalogram-based adaptive closed-loop brain-computer interface in neurorehabilitation: a review14
Complexity-based graph convolutional neural network for epilepsy diagnosis in normal, acute, and chronic stages14
Latent dynamics of primary sensory cortical population activity structured by fluctuations in the local field potential13
Noise-induced synchrony of two-neuron motifs with asymmetric noise and uneven coupling13
Target Detection Using Ternary Classification During a Rapid Serial Visual Presentation Task Using Magnetoencephalography Data13
Training spiking neuronal networks to perform motor control using reinforcement and evolutionary learning13
Editorial: Temporal structure of neural processes coupling sensory, motor and cognitive functions of the brain, volume II13
An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance12
Single-Trial MEG Data Can Be Denoised Through Cross-Subject Predictive Modeling12
New insights into binocular rivalry from the reconstruction of evolving percepts using model network dynamics12
Simulation of neuroplasticity in a CNN-based in-silico model of neurodegeneration of the visual system12
Method for persistent topological features extraction of schizophrenia patients’ electroencephalography signal based on persistent homology12
Artificial neural network models: implementation of functional near-infrared spectroscopy-based spontaneous lie detection in an interactive scenario11
Comparison of Two-Dimensional- and Three-Dimensional-Based U-Net Architectures for Brain Tissue Classification in One-Dimensional Brain CT11
Generalised Analog LSTMs Recurrent Modules for Neural Computing11
Layer-Skipping Connections Improve the Effectiveness of Equilibrium Propagation on Layered Networks11
Positional multi-length and mutual-attention network for epileptic seizure classification11
Spatiotemporal Patterns of Adaptation-Induced Slow Oscillations in a Whole-Brain Model of Slow-Wave Sleep11
Book review: Electrical fields and the experienced life11
A neural learning approach for simultaneous object detection and grasp detection in cluttered scenes11
Editorial: Bioinformatics for modern neuroscience11
An efficient computer vision-based approach for acute lymphoblastic leukemia prediction11
Closed-Loop Tracking and Regulation of Emotional Valence State From Facial Electromyogram Measurements11
Prediction and analysis of time series data based on granular computing10
FacialNet: facial emotion recognition for mental health analysis using UNet segmentation with transfer learning model10
Rapid Spectral Dynamics in Hippocampal Oscillons10
Transfer learning-based modified inception model for the diagnosis of Alzheimer's disease10
Computing the partition dimension of certain families of Toeplitz graph10
Predicting the distribution of serotonergic axons: a supercomputing simulation of reflected fractional Brownian motion in a 3D-mouse brain model10
Editorial: Symmetry as a guiding principle in artificial and brain neural networks10
Evaluating State Space Discovery by Persistent Cohomology in the Spatial Representation System10
Research on adverse event classification algorithm of da Vinci surgical robot based on Bert-BiLSTM model10
The Data Efficiency of Deep Learning Is Degraded by Unnecessary Input Dimensions9
A novel multi-feature fusion attention neural network for the recognition of epileptic EEG signals9
A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode9
Time Is of the Essence: Neural Codes, Synchronies, Oscillations, Architectures9
Detection of Brain Network Communities During Natural Speech Comprehension From Functionally Aligned EEG Sources9
SRI-EEG: State-Based Recurrent Imputation for EEG Artifact Correction9
Data-Driven Model of Postsynaptic Currents Mediated by NMDA or AMPA Receptors in Striatal Neurons9
Learning delays through gradients and structure: emergence of spatiotemporal patterns in spiking neural networks9
Cortical field maps across human sensory cortex9
Biologically Inspired Deep Learning Model for Efficient Foveal-Peripheral Vision9
Prediction and Modeling of Neuropsychological Scores in Alzheimer’s Disease Using Multimodal Neuroimaging Data and Artificial Neural Networks9
Riemannian geometry-based metrics to measure and reinforce user performance changes during brain-computer interface user training8
Functional Brain Networks in Mild Cognitive Impairment Based on Resting Electroencephalography Signals8
Meta-Learning for Decoding Neural Activity Data With Noisy Labels8
Modeling functional connectivity changes during an auditory language task using line graph neural networks8
Editorial: 15 years of frontiers in computational neuroscience - computational perception and cognition8
Event-Based Trajectory Prediction Using Spiking Neural Networks8
Postsynaptic Potential Energy as Determinant of Synaptic Plasticity8
Electroencephalogram Emotion Recognition Based on 3D Feature Fusion and Convolutional Autoencoder8
Research on eight machine learning algorithms applicability on different characteristics data sets in medical classification tasks8
A Model of Pattern Separation by Single Neurons8
High precision visual localization method of UAV based on feature matching8
Compensatory mechanism of attention-deficit/hyperactivity disorder recovery in resting state alpha rhythms8
Predicting Brain Regions Related to Alzheimer's Disease Based on Global Feature7
Interlayer Connectivity Affects the Coherence Resonance and Population Activity Patterns in Two-Layered Networks of Excitatory and Inhibitory Neurons7
Covariance properties under natural image transformations for the generalised Gaussian derivative model for visual receptive fields7
Computational Evidence for a Competitive Thalamocortical Model of Spikes and Spindle Activity in Rolandic Epilepsy7
An interpretable approach for automatic aesthetic assessment of remote sensing images7
Survival prediction for patients with glioblastoma multiforme using a Cox proportional hazards denoising autoencoder network7
Multidimensional Face Representation in a Deep Convolutional Neural Network Reveals the Mechanism Underlying AI Racism7
Finding the Location of Axonal Activation by a Miniature Magnetic Coil7
Corrigendum: Attention in Psychology, Neuroscience, and Machine Learning7
Synchronization in simplicial complexes of memristive Rulkov neurons7
Corrigendum: Accurate few-shot object counting with Hough matching feature enhancement7
Recent Trends in Non-invasive Neural Recording Based Brain-to-Brain Synchrony Analysis on Multidisciplinary Human Interactions for Understanding Brain Dynamics: A Systematic Review7
Hyperscanning fNIRS data analysis using multiregression dynamic models: an illustration in a violin duo6
Multi-sequence generative adversarial network: better generation for enhanced magnetic resonance imaging images6
A comprehensive neural simulation of slow-wave sleep and highly responsive wakefulness dynamics6
Role of Lateral Inhibition on Visual Number Sense6
The influence of non-stationarity of spike signals on decoding performance in intracortical brain-computer interface: a simulation study6
Performance control study of interleaved meltblown non-woven materials based on statistical analysis and predictive modeling6
The Value of First-Order Features Based on the Apparent Diffusion Coefficient Map in Evaluating the Therapeutic Effect of Low-Intensity Pulsed Ultrasound for Acute Traumatic Brain Injury With a Rat Mo6
A mutual information measure of phase-amplitude coupling using gamma generalized linear models6
Editorial: The embodied brain: computational mechanisms of integrated sensorimotor interactions with a dynamic environment, volume II6
The mesoanatomy of the cortex, minimization of free energy, and generative cognition6
Prestimulus α/β power in temporal-order judgments: individuals differ in direction of modulation but show consistency over auditory and visual tasks6
A neural active inference model of perceptual-motor learning6
Transfer of Learning in the Convolutional Neural Networks on Classifying Geometric Shapes Based on Local or Global Invariants6
A computational classification method of breast cancer images using the VGGNet model6
Improved space breakdown method – A robust clustering technique for spike sorting6
Distinctive properties of biological neural networks and recent advances in bottom-up approaches toward a better biologically plausible neural network6
Optogenetic manipulation of inhibitory interneurons can be used to validate a model of spatiotemporal sequence learning6
Treatment Enhances Betweenness Centrality of Fronto-Parietal Network in Parkinson’s Patients5
Neural Substrates of the Drift-Diffusion Model in Brain Disorders5
Production of adaptive movement patterns via an insect inspired spiking neural network central pattern generator5
Augmenting Human Selves Through Artificial Agents – Lessons From the Brain5
An efficient swarm intelligence approach to the optimization on high-dimensional solutions with cross-dimensional constraints, with applications in supply chain management5
Sparse measures with swarm-based pliable hidden Markov model and deep learning for EEG classification5
DT-SCNN: dual-threshold spiking convolutional neural network with fewer operations and memory access for edge applications5
A combination network of CNN and transformer for interference identification5
Toward a computational theory of manifold untangling: from global embedding to local flattening5
A three-step, “brute-force” approach toward optimized affine spatial normalization5
A Neuron-Glial Model of Exosomal Release in the Onset and Progression of Alzheimer's Disease5
A Computational Model of Working Memory Based on Spike-Timing-Dependent Plasticity5
Predicting Spike Features of Hodgkin-Huxley-Type Neurons With Simple Artificial Neural Network5
Research on the multi-granularity method of role engineering5
Editorial: Advanced deep learning approaches for medical neuroimaging data with limitation5
Cannabinoid signaling and risk in Huntington's disease5
cuSCNN: A Secure and Batch-Processing Framework for Privacy-Preserving Convolutional Neural Network Prediction on GPU5
Grid codes vs. multi-scale, multi-field place codes for space5
Self-organized criticality in a mesoscopic model of excitatory-inhibitory neuronal populations by short-term and long-term synaptic plasticity5
Text clustering based on pre-trained models and autoencoders5
Quantitative properties of the creation and activation of a cell-intrinsic duration-encoding engram5
Grid cells, border cells, and discrete complex analysis5
Computational assessment of visual coding across mouse brain areas and behavioural states5
Robust and efficient representations of dynamic stimuli in hierarchical neural networks via temporal smoothing5
Sparse Granger Causality Analysis Model Based on Sensors Correlation for Emotion Recognition Classification in Electroencephalography4
Machine learning hypothesis-generation for patient stratification and target discovery in rare disease: our experience with Open Science in ALS4
Quantitative analysis of the optogenetic excitability of CA1 neurons4
Behavioral Time Scale Plasticity of Place Fields: Mathematical Analysis4
Computer vision quantization research on the architectural color of Avenida de Almeida Ribeiro in Macau based on the human eye perspective4
Noise-tuned bursting in a Hedgehog burster4
Biases in BCI experiments: Do we really need to balance stimulus properties across categories?4
Active inference, morphogenesis, and computational psychiatry4
Machine learning algorithm performance evaluation in structural magnetic resonance imaging-based classification of pediatric bipolar disorders type I patients4
Fractional-Order Traveling Wave Approximations for a Fractional-Order Neural Field Model4
Conventional machine learning and deep learning in Alzheimer's disease diagnosis using neuroimaging: A review4
A combinatorial deep learning method for Alzheimer’s disease classification-based merging pretrained networks4
Multimodal consumer choice prediction using EEG signals and eye tracking4
Status of deep learning for EEG-based brain–computer interface applications4
Cross-Frequency Slow Oscillation–Spindle Coupling in a Biophysically Realistic Thalamocortical Neural Mass Model4
A CNN-Based Deep Learning Approach for SSVEP Detection Targeting Binaural Ear-EEG4
Computational models of neurotransmission at cerebellar synapses unveil the impact on network computation4
Local minimization of prediction errors drives learning of invariant object representations in a generative network model of visual perception4
Adapting hippocampus multi-scale place field distributions in cluttered environments optimizes spatial navigation and learning4
Analysis based on neural representation of natural object surfaces to elucidate the mechanisms of a trained AlexNet model4
Accurate few-shot object counting with Hough matching feature enhancement4
Mind Causality: A Computational Neuroscience Approach4
Identification of Exploration and Exploitation Balance in the Silkmoth Olfactory Search Behavior by Information-Theoretic Modeling4
SS-DRPL: self-supervised deep representation pattern learning for voice-based Parkinson's disease detection4
Cross-site scripting attack detection based on a modified convolution neural network4
Quantifying network behavior in the rat prefrontal cortex4
An initial prediction and fine-tuning model based on improving GCN for 3D human motion prediction4
Sensory-thresholded switch of neural firing states in a computational model of the ventromedial hypothalamus4
Regional Neurodegeneration in vitro: The Protective Role of Neural Activity4
Online spike-based recognition of digits with ultrafast microlaser neurons4
Integrating ankle and hip strategies for the stabilization of upright standing: An intermittent control model4
Unified theory of alpha, mu, and tau rhythms via eigenmodes of brain activity4
A theoretical model reveals specialized synaptic depressions and temporal frequency tuning in retinal parallel channels4
Enhancing brain tumor classification in MRI scans with a multi-layer customized convolutional neural network approach4
Predictive neuromodulation of cingulo-frontal neural dynamics in major depressive disorder using a brain-computer interface system: A simulation study4
Assessment of Carotid Plaque Stability Using Contrast-Enhanced Ultrasound and Its Correlation With the Expression of CD147 and MMP-9 in the Plaque4
Discrete Dynamics of Dynamic Neural Fields4
Short- and Long-Range Connections Differentially Modulate the Dynamics and State of Small-World Networks4
Quantifying the Landscape of Decision Making From Spiking Neural Networks4
Conditional spatial biased intuitionistic clustering technique for brain MRI image segmentation4
Research and Application of Fine-Grained Image Classification Based on Small Collar Dataset3
Maximal Dependence Capturing as a Principle of Sensory Processing3
Interactions of Medial and Lateral Prefrontal Cortex in Hierarchical Predictive Coding3
Reservoir based spiking models for univariate Time Series Classification3
Extracting Dynamical Understanding From Neural-Mass Models of Mouse Cortex3
The Use of Reduced Models to Generate Irregular, Broad-Band Signals That Resemble Brain Rhythms3
Real-time numerical system convertor via two-dimensional WS2-based memristive device3
Facial emotion recognition using deep quantum and advanced transfer learning mechanism3
Editorial: Decoding novel therapeutic targets, biomarkers, and drug development strategies against neurodegenerative disorders—A multi-omics approach3
Reinforcement Learning Model With Dynamic State Space Tested on Target Search Tasks for Monkeys: Self-Determination of Previous States Based on Experience Saturation and Decision Uniqueness3
Multi-scale asynchronous correlation and 2D convolutional autoencoder for adolescent health risk prediction with limited fMRI data3
Neural Systems Under Change of Scale3
Structural Features of the Human Connectome That Facilitate the Switching of Brain Dynamics via Noradrenergic Neuromodulation3
Enhanced simulations of whole-brain dynamics using hybrid resting-state structural connectomes3
Classification of dry and wet macular degeneration based on the ConvNeXT model3
Granular layEr Simulator: Design and Multi-GPU Simulation of the Cerebellar Granular Layer3
Editorial: Advancing our understanding of the impact of dynamics at different spatiotemporal scales and structure on brain synchronous activity, volume II3
A neuro-inspired computational model of life-long learning and catastrophic interference, mimicking hippocampus novelty-based dopamine modulation and lateral inhibitory plasticity3
GAPCNN with HyPar: Global Average Pooling convolutional neural network with novel NNLU activation function and HYBRID parallelism3
Editorial: The new frontier in brain network physiology: from temporal dynamics to the principles of integration in physiological brain networks3
Research on the spatial layout optimization strategy of Huaihe Road Commercial Block in Hefei city based on space syntax theory3
Photorealistic Reconstruction of Visual Texture From EEG Signals3
Editorial: Functional microcircuits in the brain and in artificial intelligent systems3
Editorial: Memristor Computing for Neuromorphic Systems3
The synaptic correlates of serial position effects in sequential working memory3
An N400 identification method based on the combination of Soft-DTW and transformer3
A Computational Framework for Controlling the Self-Restorative Brain Based on the Free Energy and Degeneracy Principles3
Atypical development of causal inference in autism inferred through a neurocomputational model3
Multimodal sleep staging network based on obstructive sleep apnea3
Evaluation of computed tomography images under deep learning in the diagnosis of severe pulmonary infection3
A neural network model for timing control with reinforcement3
Can Deep Learning Hit a Moving Target? A Scoping Review of Its Role to Study Neurological Disorders in Children3
Examining electroencephalogram signatures of people with multiple sclerosis using a nonlinear dynamics approach: a systematic review and bibliographic analysis3
Understanding the Impact of Neural Variations and Random Connections on Inference3
Disinhibitory circuit mediated by connections from vasoactive intestinal polypeptide to somatostatin interneurons underlies the paradoxical decrease in spike synchrony with increased border ownership 3
Cerebellum as a kernel machine: A novel perspective on expansion recoding in granule cell layer3
Approximate solutions to several classes of Volterra and Fredholm integral equations using the neural network algorithm based on the sine-cosine basis function and extreme learning machine3
Effects of Several Classes of Voltage-Gated Ion Channel Conductances on Gamma and Theta Oscillations in a Hippocampal Microcircuit Model3
A Dynamic Efficient Sensory Encoding Approach to Adaptive Tuning in Neural Models of Optic Flow Processing3
Developing a hippocampal neural prosthetic to facilitate human memory encoding and recall of stimulus features and categories3
Analytic Model for Feature Maps in the Primary Visual Cortex3
Computational Psychiatry and Computational Neurology: Seeking for Mechanistic Modeling in Cognitive Impairment and Dementia3
An exploratory computational analysis in mice brain networks of widespread epileptic seizure onset locations along with potential strategies for effective intervention and propagation control3
Editorial: Complex network dynamics in consciousness3
Analysis of abnormal posture in patients with Parkinson's disease using a computational model considering muscle tones3
Nonlinear optimal control of a mean-field model of neural population dynamics3
CRBA: A Competitive Rate-Based Algorithm Based on Competitive Spiking Neural Networks3
Editorial: Symmetry as a guiding principle in artificial and brain neural networks, volume II3
Football referee gesture recognition algorithm based on YOLOv8s3
Some sufficient conditions on hamilton graphs with toughness3
The Face Inversion Effect in Deep Convolutional Neural Networks3
An information theoretic score for learning hierarchical concepts3
Neuro-environmental interactions: a time sensitive matter3
Information representation in an oscillating neural field model modulated by working memory signals3
Toward a causal model of chronic back pain: Challenges and opportunities3
Towards best practice of interpreting deep learning models for EEG-based brain computer interfaces2
Convolutional neural networks for vision neuroscience: significance, developments, and outstanding issues2
The Connectivity Fingerprints of Highly-Skilled and Disordered Reading Persist Across Cognitive Domains2
Memory consolidation from a reinforcement learning perspective2
Ayu-Characterization of healthy aging from neuroimaging data with deep learning and rsfMRI2
Editorial: The role of the interactions via movements in the spatial and temporal representation of external objects2
Colorectal image analysis for polyp diagnosis2
Collective Dynamics of Neural Networks With Sleep-Related Biological Drives in Drosophila2
Automated karyogram analysis for early detection of genetic and neurodegenerative disorders: a hybrid machine learning approach2
Explosive Synchronization-Based Brain Modulation Reduces Hypersensitivity in the Brain Network: A Computational Model Study2
Computational Efficiency of a Modular Reservoir Network for Image Recognition2
Editorial: Advances in computer science and their impact on data acquisition and analysis in neuroscience2
MUNet: a novel framework for accurate brain tumor segmentation combining UNet and mamba networks2
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