Frontiers in Computational Neuroscience

Article	Citations
Editorial: Symmetry as a guiding principle in artificial and brain neural networks	103
Biologically Inspired Deep Learning Model for Efficient Foveal-Peripheral Vision	88
Meta-Learning for Decoding Neural Activity Data With Noisy Labels	82
High precision visual localization method of UAV based on feature matching	74
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	64
Toward Precise Localization of Abnormal Brain Activity: 1D CNN on Single Voxel fMRI Time-Series	45
Research on efficient feature extraction: Improving YOLOv5 backbone for facial expression detection in live streaming scenes	44
Reinforced liquid state machines—new training strategies for spiking neural networks based on reinforcements	40
Recurrent Excitatory Feedback From Mossy Cells Enhances Sparsity and Pattern Separation in the Dentate Gyrus via Indirect Feedback Inhibition	40
Short-term postsynaptic plasticity facilitates predictive tracking in continuous attractors	35
A novel multi-feature fusion attention neural network for the recognition of epileptic EEG signals	35
FacialNet: facial emotion recognition for mental health analysis using UNet segmentation with transfer learning model	33
NeuroFusionNet: cross-modal modeling from brain activity to visual understanding	32
Predictive coding with spiking neurons and feedforward gist signaling	29
Deep learning-based Alzheimer's disease detection: reproducibility and the effect of modeling choices	27
DTCNet: finger flexion decoding with three-dimensional ECoG data	26
Electroencephalogram-based adaptive closed-loop brain-computer interface in neurorehabilitation: a review	26
Super special relativity	25
A comprehensive neural simulation of slow-wave sleep and highly responsive wakefulness dynamics	25
Computer vision quantization research on the architectural color of Avenida de Almeida Ribeiro in Macau based on the human eye perspective	24
Performance control study of interleaved meltblown non-woven materials based on statistical analysis and predictive modeling	24
Production of adaptive movement patterns via an insect inspired spiking neural network central pattern generator	24
Treatment Enhances Betweenness Centrality of Fronto-Parietal Network in Parkinson’s Patients	23
Editorial: The embodied brain: computational mechanisms of integrated sensorimotor interactions with a dynamic environment, volume II	22
Toward a computational theory of manifold untangling: from global embedding to local flattening	22

Online spike-based recognition of digits with ultrafast microlaser neurons	22
The mesoanatomy of the cortex, minimization of free energy, and generative cognition	22
Text clustering based on pre-trained models and autoencoders	21
Grid cells, border cells, and discrete complex analysis	20
The cognitive impacts of large language model interactions on problem solving and decision making using EEG analysis	20
ModFus-PD: synergizing cross-modal attention and contrastive learning for enhanced multimodal diagnosis of Parkinson’s disease	19
Quantitative prediction of intracellular dynamics and synaptic currents in a small neural circuit	19
Dynamic PET Imaging Using Dual Texture Features	19
Patient-specific approach using data fusion and adversarial training for epileptic seizure prediction	18
Reservoir based spiking models for univariate Time Series Classification	18
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	17
Editorial: The new frontier in brain network physiology: from temporal dynamics to the principles of integration in physiological brain networks	17
Extracting Dynamical Understanding From Neural-Mass Models of Mouse Cortex	16
The Use of Reduced Models to Generate Irregular, Broad-Band Signals That Resemble Brain Rhythms	16
Editorial: Decoding novel therapeutic targets, biomarkers, and drug development strategies against neurodegenerative disorders—A multi-omics approach	16
A Dynamic Efficient Sensory Encoding Approach to Adaptive Tuning in Neural Models of Optic Flow Processing	16
Corrigendum: Decoding neuropathic pain: Can we predict fluctuations of propagation speed in stimulated peripheral nerve?	16
Multimodal sleep staging network based on obstructive sleep apnea	16
Multiscale modeling of neuronal dynamics in hippocampus CA1	15
Ayu-Characterization of healthy aging from neuroimaging data with deep learning and rsfMRI	15
The effect of hearing impairment and social participation on depressive symptoms in older adults: a cross-lagged analysis	15
Hybrid deep spatial and statistical feature fusion for accurate MRI brain tumor classification	15
Perineuronal nets restrict transport near the neuron surface: A coarse-grained molecular dynamics study	14
Brain-inspired Predictive Coding Improves the Performance of Machine Challenging Tasks	14
Emergent Dynamics and Spatio Temporal Patterns on Multiplex Neuronal Networks	14
iSeizdiag: toward the framework development of epileptic seizure detection for healthcare	13
Flexible intentions: An Active Inference theory	13
Editorial: Psychological and cognitive evaluation and intervention based on physiological and behavioral computing	13
Smoking behavior detection algorithm based on YOLOv8-MNC	13
Insertion Guidance Based on Impedance Measurements of a Cochlear Electrode Array	12
Decoding the application of deep learning in neuroscience: a bibliometric analysis	12
Exploring Parameter and Hyper-Parameter Spaces of Neuroscience Models on High Performance Computers With Learning to Learn	12
Short-Term Plasticity Regulates Both Divisive Normalization and Adaptive Responses in Drosophila Olfactory System	12
Towards best practice of interpreting deep learning models for EEG-based brain computer interfaces	12
Spatio-Temporally Efficient Coding Assigns Functions to Hierarchical Structures of the Visual System	12
The decoupling between hemodynamic parameters and neural activity implies a complex origin of spontaneous brain oscillations	12
Deep learning for detecting prenatal alcohol exposure in pediatric brain MRI: a transfer learning approach with explainability insights	12
Ensemble deep learning for brain tumor detection	11
Editorial: Recent advances in EEG (non-invasive) based BCI applications	11
Nonlinear analysis of neuronal firing modulated by sinusoidal stimulation at axons in rat hippocampus	11
Editorial: Interdisciplinary synergies in neuroinformatics, cognitive computing, and computational neuroscience	11
LGNN: a novel linear graph neural network algorithm	11
Editorial: Understanding and bridging the gap between neuromorphic computing and machine learning, volume II	11
Single channel approach for filtering electroencephalographic signals strongly contaminated with facial electromyography	11
Improving imbalance classification via ensemble learning based on two-stage learning	11
Neuronal and behavioral affective perceptions of human and naturalness-reduced emotional prosodies	10
A computational approach based on weighted gene co-expression network analysis for biomarkers analysis of Parkinson’s disease and construction of diagnostic model	10
Addressing skepticism of the critical brain hypothesis	10
Feedback stabilization of probabilistic finite state machines based on deep Q-network	10

Regulation of sharp wave-ripples by cholecystokinin-expressing interneurons and parvalbumin-expressing basket cells in the hippocampal CA3 region	10
A novel associative memory model based on semi-tensor product (STP)	10
End-to-end model-based trajectory prediction for ro-ro ship route using dual-attention mechanism	10
Reinforcement Learning Model With Dynamic State Space Tested on Target Search Tasks for Monkeys: Extension to Learning Task Events	10
Motion feature extraction using magnocellular-inspired spiking neural networks for drone detection	10
A new method for community-based intelligent screening of early Alzheimer’s disease populations based on digital biomarkers of the writing process	10
On the similarities of representations in artificial and brain neural networks for speech recognition	10
System-level brain modeling	10
Does Your Loved One With Cognitive Symptoms Need to See a Doctor? Check It Online	10
Spike-HAR++: an energy-efficient and lightweight parallel spiking transformer for event-based human action recognition	9
Reinforcement Learning for Central Pattern Generation in Dynamical Recurrent Neural Networks	9
Degeneracy and stability in neural circuits of dopamine and serotonin neuromodulators: A theoretical consideration	9
Information bottleneck-based Hebbian learning rule naturally ties working memory and synaptic updates	9
Explaining Orientation Adaptation in V1 by Updating the State of a Spatial Model	9
Editorial: Neuro-inspired sensing and computing: Novel materials, devices, and systems	9
Dynamics of a model for the degradation mechanism of aggregated α-synuclein in Parkinson's disease	9
Kohonen neural network and symbiotic-organism search algorithm for intrusion detection of network viruses	9
A spatial map: a propitious choice for constraining the binding problem	9
Feature separation and adversarial training for the patient-independent detection of epileptic seizures	9
Controlling Alzheimer’s Disease Through the Deep Brain Stimulation to Thalamic Relay Cells	9
Clustering and disease subtyping in Neuroscience, toward better methodological adaptations	8
Improving Between-Group Effect Size for Multi-Site Functional Connectivity Data via Site-Wise De-Meaning	8
Leveraging conscious and nonconscious learning for efficient AI	8
Emergence of Lie Symmetries in Functional Architectures Learned by CNNs	8
Dentate gyrus granule cell activation following extracellular electrical stimulation: a multi-scale computational model to guide hippocampal neurostimulation strategies	8
Computing the partition dimension of certain families of Toeplitz graph	8
An interpretable approach for automatic aesthetic assessment of remote sensing images	8
The significance of cerebellar contributions in early-life through aging	8
Unification of free energy minimization, spatiotemporal energy, and dimension reduction models of V1 organization: Postnatal learning on an antenatal scaffold	8
Network Model With Reduced Metabolic Rate Predicts Spatial Synchrony of Neuronal Activity	8
U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis	8
Reductionist modeling of calcium-dependent dynamics in recurrent neural networks	8
Method for persistent topological features extraction of schizophrenia patients’ electroencephalography signal based on persistent homology	8
Positional multi-length and mutual-attention network for epileptic seizure classification	8
An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance	8
A machine learning approach to evaluate the impact of virtual balance/cognitive training on fall risk in older women	8
Impact of DC-Coupled Electrophysiological Recordings for Translational Neuroscience: Case Study of Tracking Neural Dynamics in Rodent Models of Seizures	8
Complexity-based graph convolutional neural network for epilepsy diagnosis in normal, acute, and chronic stages	8
Mean-field based framework for forward modeling of LFP and MEG signals	8
Learning delays through gradients and structure: emergence of spatiotemporal patterns in spiking neural networks	8
Single-Trial MEG Data Can Be Denoised Through Cross-Subject Predictive Modeling	8
Biases in BCI experiments: Do we really need to balance stimulus properties across categories?	7
Distinctive properties of biological neural networks and recent advances in bottom-up approaches toward a better biologically plausible neural network	7
A Model of Pattern Separation by Single Neurons	7
A neural learning approach for simultaneous object detection and grasp detection in cluttered scenes	7
Book review: Electrical fields and the experienced life	7
Role of Lateral Inhibition on Visual Number Sense	7
Novel deep learning framework for detection of epileptic seizures using EEG signals	7
A combinatorial deep learning method for Alzheimer’s disease classification-based merging pretrained networks	7
Cross-site scripting attack detection based on a modified convolution neural network	7
Prestimulus α/β power in temporal-order judgments: individuals differ in direction of modulation but show consistency over auditory and visual tasks	7
Quantifying network behavior in the rat prefrontal cortex	7
Interpreting the decisions of CNNs via influence functions	7
Latent dynamics of primary sensory cortical population activity structured by fluctuations in the local field potential	7
Unified theory of alpha, mu, and tau rhythms via eigenmodes of brain activity	7
A computational classification method of breast cancer images using the VGGNet model	7
Automated karyogram analysis for early detection of genetic and neurodegenerative disorders: a hybrid machine learning approach	7
Hyperscanning fNIRS data analysis using multiregression dynamic models: an illustration in a violin duo	7
Multi-sequence generative adversarial network: better generation for enhanced magnetic resonance imaging images	7
Editorial: Computer vision and image synthesis for neurological applications	7
Motor cortex outputs evoked by long-duration microstimulation encode synergistic muscle activation patterns not controlled movement trajectories	7
Simulation of neuroplasticity in a CNN-based in-silico model of neurodegeneration of the visual system	7
The Data Efficiency of Deep Learning Is Degraded by Unnecessary Input Dimensions	7
Noise-tuned bursting in a Hedgehog burster	7
Conventional machine learning and deep learning in Alzheimer's disease diagnosis using neuroimaging: A review	7
A new method for identifying and evaluating depressive disorders in young people based on cognitive neurocomputing: an exploratory study	6
Integrated world modeling theory expanded: Implications for the future of consciousness	6
Symmetry-Based Representations for Artificial and Biological General Intelligence	6
Classification of dry and wet macular degeneration based on the ConvNeXT model	6
Monitoring and Evaluation of Emotion Regulation by Aerobic Exercise and Motor Imagery Based on Functional Near-Infrared Spectroscopy	6
Maximal Dependence Capturing as a Principle of Sensory Processing	6
Research on the spatial layout optimization strategy of Huaihe Road Commercial Block in Hefei city based on space syntax theory	6
The connectivity degree controls the difficulty in reservoir design of random boolean networks	6
Synaptic plasticity facilitates oscillations in a V1 cortical column model with multiple interneuron types	6
Analytic Model for Feature Maps in the Primary Visual Cortex	6
Developing a hippocampal neural prosthetic to facilitate human memory encoding and recall of stimulus features and categories	6
Locomotor Pattern and Force Generation Modulated by Ionic Channels: A Computational Study of Spinal Networks Underlying Locomotion	6
An N400 identification method based on the combination of Soft-DTW and transformer	6
Multi-atlas ensemble graph neural network model for major depressive disorder detection using functional MRI data	6
Editorial: Advances in computer science and their impact on data acquisition and analysis in neuroscience	6

The synaptic correlates of serial position effects in sequential working memory	6
Analysis of abnormal posture in patients with Parkinson's disease using a computational model considering muscle tones	6
A neuro-inspired computational model of life-long learning and catastrophic interference, mimicking hippocampus novelty-based dopamine modulation and lateral inhibitory plasticity	6
Facial emotion recognition using deep quantum and advanced transfer learning mechanism	6
An efficient approach for textual data classification using deep learning	6
Editorial: Inter- and Intra-subject Variability in Brain Imaging and Decoding	6
Response of a neuronal network computational model to infrared neural stimulation	6
Editorial: Computational modeling and machine learning methods in neurodevelopment and neurodegeneration: from basic research to clinical applications	6
Topological features of spike trains in recurrent spiking neural networks that are trained to generate spatiotemporal patterns	5
EEG electrode setup optimization using feature extraction techniques for neonatal sleep state classification	5
Bayesian continual learning via spiking neural networks	5
Spatial frequency channels depend on stimulus bandwidth in normal and amblyopic vision: an exploratory factor analysis	5
Toward Reflective Spiking Neural Networks Exploiting Memristive Devices	5
Deep learning for automatic segmentation of vestibular schwannoma: a retrospective study from multi-center routine MRI	5
Correction: Multi-label remote sensing classification with self-supervised gated multi-modal transformers	5
How to be an integrated information theorist without losing your body	5
Learning dynamic cognitive map with autonomous navigation	5
A Neural Controller Model Considering the Vestibulospinal Tract in Human Postural Control	5
An enhanced pattern detection and segmentation of brain tumors in MRI images using deep learning technique	5
Causal functional connectivity in Alzheimer's disease computed from time series fMRI data	5
Erratum: Covariance properties under natural image transformations for the generalised Gaussian derivative model for visual receptive fields	5
Computational modeling to study the impact of changes in Nav1.8 sodium channel on neuropathic pain	5
Interpretable machine learning for precision cognitive aging	5
Corrigendum: An initial prediction and fine-tuning model based on improving GCN for 3D human motion prediction	5
Editorial: Modeling brain function at the level of neurons and circuits via computational and data-driven approaches	5
Deep attention super-resolution of brain magnetic resonance images acquired under clinical protocols	5
Biologically Plausible Training Mechanisms for Self-Supervised Learning in Deep Networks	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
Convolutional-de-convolutional neural networks for recognition of surgical workflow	5
Feature optimization based on improved novel global harmony search algorithm for motor imagery electroencephalogram classification	5
Dynamics and Information Import in Recurrent Neural Networks	5
Decentralized EEG-based detection of major depressive disorder via transformer architectures and split learning	5
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
Neurocomputational mechanisms underlying perception and sentience in the neocortex	5
Visual Explanation for Identification of the Brain Bases for Developmental Dyslexia on fMRI Data	5
Exploring the neural basis of creativity: EEG analysis of power spectrum and functional connectivity during creative tasks in school-aged children	5
Simplified two-compartment neuron with calcium dynamics capturing brain-state specific apical-amplification, -isolation and -drive	5
Controlling neocortical epileptic seizures using forced temporal spike-time stimulation: an in silico computational study	5
BrainNet: an automated approach for brain stress prediction utilizing electrodermal activity signal with XLNet model	5
Optimizing extubation success: a comparative analysis of time series algorithms and activation functions	5
Emotion Recognition Based on Dynamic Energy Features Using a Bi-LSTM Network	5
Hippocampal formation-inspired global self-localization: quick recovery from the kidnapped robot problem from an egocentric perspective	5
Skeleton-based motion prediction: A survey	5
Improving the Quantification of the Lateral Geniculate Nucleus in Magnetic Resonance Imaging Using a Novel 3D-Edge Enhancement Technique	5
Engineered biological neuronal networks as basic logic operators	5
Editorial: Computational methods for neuroimaging: Challenges and future trends	5
Functional extreme learning machine	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
Self-decisive algorithm for unconstrained optimization problems as in biomedical image analysis	5
Alleviating the medical strain: a triage method via cross-domain text classification	5
A Study of English Learning Vocabulary Detection Based on Image Semantic Segmentation Fusion Network	5
Machine learning identifies genes linked to neurological disorders induced by equine encephalitis viruses, traumatic brain injuries, and organophosphorus nerve agents	5
Simulating combined monoaminergic depletions in a PD animal model through a bio-constrained differential equations system	5
Integrating ankle and hip strategies for the stabilization of upright standing: An intermittent control model	4
Modeling functional connectivity changes during an auditory language task using line graph neural networks	4
Grid codes vs. multi-scale, multi-field place codes for space	4
A computational model of learning flexible navigation in a maze by layout-conforming replay of place cells	4
Research on the multi-granularity method of role engineering	4
Editorial: Temporal structure of neural processes coupling sensory, motor and cognitive functions of the brain, volume II	4
Optogenetic manipulation of inhibitory interneurons can be used to validate a model of spatiotemporal sequence learning	4
Maximum likelihood estimation of spatially dependent interactions in large populations of cortical neurons	4
Whole-Brain Network Models: From Physics to Bedside	4
Finger Gesture Recognition Using Sensing and Classification of Surface Electromyography Signals With High-Precision Wireless Surface Electromyography Sensors	4
Multi-label remote sensing classification with self-supervised gated multi-modal transformers	4
Bayesian hierarchical models and prior elicitation for fitting psychometric functions	4
Convolutional neural networks for vision neuroscience: significance, developments, and outstanding issues	4
Editorial: Complex network dynamics in consciousness	4
Editorial: Advancing our understanding of the impact of dynamics at different spatiotemporal scales and structure on brain synchronous activity, volume II	4
Survival prediction for patients with glioblastoma multiforme using a Cox proportional hazards denoising autoencoder network	4
An efficient swarm intelligence approach to the optimization on high-dimensional solutions with cross-dimensional constraints, with applications in supply chain management	4
Detection of Brain Network Communities During Natural Speech Comprehension From Functionally Aligned EEG Sources	4
Adapting hippocampus multi-scale place field distributions in cluttered environments optimizes spatial navigation and learning	4
Tuning curves vs. population responses, and perceptual consequences of receptive-field remapping	4
A three-step, “brute-force” approach toward optimized affine spatial normalization	4
Dynamic models for musical rhythm perception and coordination	4
Disorder and the Neural Representation of Complex Odors	4
Rapid Spectral Dynamics in Hippocampal Oscillons	4
Accurate few-shot object counting with Hough matching feature enhancement	4
Modelling decision-making biases	4
The role of IP3 receptors and SERCA pumps in restoring working memory under amyloid β induced Alzheimer's disease: a modeling study	4
Dynamical predictive coding with reservoir computing performs noise-robust multi-sensory speech recognition	4
Transformer-based multimodal precision intervention model for enhancing diaphragm function in elderly patients	4
Exploring subthreshold processing for next-generation TinyAI	4
Finding the Location of Axonal Activation by a Miniature Magnetic Coil	4
Electroencephalogram Emotion Recognition Based on 3D Feature Fusion and Convolutional Autoencoder	4
A mutual information measure of phase-amplitude coupling using gamma generalized linear models	4
Data-Driven Model of Postsynaptic Currents Mediated by NMDA or AMPA Receptors in Striatal Neurons	4
The improved thalamo-cortical spiking network model of deep brain stimulation	4
A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode	4
Spatiotemporal Patterns of Adaptation-Induced Slow Oscillations in a Whole-Brain Model of Slow-Wave Sleep	4
Cross-Frequency Slow Oscillation–Spindle Coupling in a Biophysically Realistic Thalamocortical Neural Mass Model	4
Real-time numerical system convertor via two-dimensional WS2-based memristive device	4
Applications of graph theory to the analysis of fNIRS data in hyperscanning paradigms	4