Frontiers in Computational Neuroscience

Article	Citations
A Study on Arrhythmia via ECG Signal Classification Using the Convolutional Neural Network	95
A Deep Learning Approach for Automatic Seizure Detection in Children With Epilepsy	92
ASD-SAENet: A Sparse Autoencoder, and Deep-Neural Network Model for Detecting Autism Spectrum Disorder (ASD) Using fMRI Data	73
Review on Emotion Recognition Based on Electroencephalography	61
EEG-based emotion recognition using hybrid CNN and LSTM classification	57
Spiking Neural Network (SNN) With Memristor Synapses Having Non-linear Weight Update	42
Ensemble deep learning for brain tumor detection	40
Conventional machine learning and deep learning in Alzheimer's disease diagnosis using neuroimaging: A review	40
GLSNN: A Multi-Layer Spiking Neural Network Based on Global Feedback Alignment and Local STDP Plasticity	36
Whole-Brain Network Models: From Physics to Bedside	28
Fast Simulations of Highly-Connected Spiking Cortical Models Using GPUs	28
Learning Generative State Space Models for Active Inference	27
Criticality, Connectivity, and Neural Disorder: A Multifaceted Approach to Neural Computation	26
Status of deep learning for EEG-based brain–computer interface applications	26
RETRACTED: Deep Learning for Autism Diagnosis and Facial Analysis in Children	25
A comprehensive neural simulation of slow-wave sleep and highly responsive wakefulness dynamics	24
Toward Reflective Spiking Neural Networks Exploiting Memristive Devices	23
Will We Ever Have Conscious Machines?	23
Learning Invariant Object and Spatial View Representations in the Brain Using Slow Unsupervised Learning	22
Fano Factor: A Potentially Useful Information	22
Evaluation of Synergy Extrapolation for Predicting Unmeasured Muscle Excitations from Measured Muscle Synergies	21
Electroencephalogram Emotion Recognition Based on 3D Feature Fusion and Convolutional Autoencoder	20
Dynamic models for musical rhythm perception and coordination	20
Functional Brain Networks in Mild Cognitive Impairment Based on Resting Electroencephalography Signals	20
Hardware Design for Autonomous Bayesian Networks	20

Synchronization in simplicial complexes of memristive Rulkov neurons	19
Spatiotemporal Patterns of Adaptation-Induced Slow Oscillations in a Whole-Brain Model of Slow-Wave Sleep	19
Symmetry-Based Representations for Artificial and Biological General Intelligence	18
Mean-field based framework for forward modeling of LFP and MEG signals	18
Quantitative Assessment of Stress Through EEG During a Virtual Reality Stress-Relax Session	18
Gated Recurrent Units Viewed Through the Lens of Continuous Time Dynamical Systems	16
Neural Substrates of the Drift-Diffusion Model in Brain Disorders	16
Accelerating Inference of Convolutional Neural Networks Using In-memory Computing	16
Active inference, morphogenesis, and computational psychiatry	15
Toward Software-Equivalent Accuracy on Transformer-Based Deep Neural Networks With Analog Memory Devices	15
Brain Inspired Sequences Production by Spiking Neural Networks With Reward-Modulated STDP	15
Emergence of Neuronal Synchronisation in Coupled Areas	15
Addressing skepticism of the critical brain hypothesis	15
Efficient Temporal Coding in the Early Visual System: Existing Evidence and Future Directions	14
A Connectome-Based, Corticothalamic Model of State- and Stimulation-Dependent Modulation of Rhythmic Neural Activity and Connectivity	14
Free-Energy Model of Emotion Potential: Modeling Arousal Potential as Information Content Induced by Complexity and Novelty	14
On the Validity of Neural Mass Models	14
Two-Scale Multimodal Medical Image Fusion Based on Structure Preservation	14
Identifying Individuals With Mild Cognitive Impairment Using Working Memory-Induced Intra-Subject Variability of Resting-State EEGs	13
Integrated world modeling theory expanded: Implications for the future of consciousness	13
Unsupervised Learning and Clustered Connectivity Enhance Reinforcement Learning in Spiking Neural Networks	13
Multidimensional Face Representation in a Deep Convolutional Neural Network Reveals the Mechanism Underlying AI Racism	13
Mechanical Learning for Prediction of Sepsis-Associated Encephalopathy	12
Compensatory mechanism of attention-deficit/hyperactivity disorder recovery in resting state alpha rhythms	12
Mind Causality: A Computational Neuroscience Approach	12
Evaluating State Space Discovery by Persistent Cohomology in the Spatial Representation System	12
Editorial: Recent advances in EEG (non-invasive) based BCI applications	12
Prediction and Modeling of Neuropsychological Scores in Alzheimer’s Disease Using Multimodal Neuroimaging Data and Artificial Neural Networks	12
InverseMuscleNET: Alternative Machine Learning Solution to Static Optimization and Inverse Muscle Modeling	11
Structural Features of the Human Connectome That Facilitate the Switching of Brain Dynamics via Noradrenergic Neuromodulation	11
Integrating ankle and hip strategies for the stabilization of upright standing: An intermittent control model	11
An efficient computer vision-based approach for acute lymphoblastic leukemia prediction	11
Self-decisive algorithm for unconstrained optimization problems as in biomedical image analysis	11
Machine Learning to Predict Brain Amyloid Pathology in Pre-dementia Alzheimer’s Disease Using QEEG Features and Genetic Algorithm Heuristic	11
Computational Evidence for a Competitive Thalamocortical Model of Spikes and Spindle Activity in Rolandic Epilepsy	11
Research on efficient feature extraction: Improving YOLOv5 backbone for facial expression detection in live streaming scenes	11
Deep Gated Hebbian Predictive Coding Accounts for Emergence of Complex Neural Response Properties Along the Visual Cortical Hierarchy	11
DNNBrain: A Unifying Toolbox for Mapping Deep Neural Networks and Brains	11
Photorealistic Reconstruction of Visual Texture From EEG Signals	11
Comparison of Two-Dimensional- and Three-Dimensional-Based U-Net Architectures for Brain Tissue Classification in One-Dimensional Brain CT	11
Event-Based Trajectory Prediction Using Spiking Neural Networks	10
E2ENNet: An end-to-end neural network for emotional brain-computer interface	10
Improvement of Multiparametric MR Image Segmentation by Augmenting the Data With Generative Adversarial Networks for Glioma Patients	10
Behavioral Time Scale Plasticity of Place Fields: Mathematical Analysis	10
Time Is of the Essence: Neural Codes, Synchronies, Oscillations, Architectures	10
Improving Between-Group Effect Size for Multi-Site Functional Connectivity Data via Site-Wise De-Meaning	10
Performance Analysis With Different Types of Visual Stimuli in a BCI-Based Speller Under an RSVP Paradigm	10
The Face Module Emerged in a Deep Convolutional Neural Network Selectively Deprived of Face Experience	10
A Neuron-Glial Model of Exosomal Release in the Onset and Progression of Alzheimer's Disease	10
Editorial: Understanding and Bridging the Gap Between Neuromorphic Computing and Machine Learning	10

Data Augmentation for EEG-Based Emotion Recognition Using Generative Adversarial Networks	10
Assessment of Carotid Plaque Stability Using Contrast-Enhanced Ultrasound and Its Correlation With the Expression of CD147 and MMP-9 in the Plaque	10
The Concept of Symmetry and the Theory of Perception	9
Neck Pain: Do We Know Enough About the Sensorimotor Control System?	9
Editorial: Inter- and Intra-subject Variability in Brain Imaging and Decoding	9
Transfer learning-based modified inception model for the diagnosis of Alzheimer's disease	9
Multiple-Timescale Neural Networks: Generation of History-Dependent Sequences and Inference Through Autonomous Bifurcations	9
Dynamics and Information Import in Recurrent Neural Networks	9
Quantifying the Landscape of Decision Making From Spiking Neural Networks	9
A Neuromechanical Model of Multiple Network Rhythmic Pattern Generators for Forward Locomotion in C. elegans	9
An efficient approach for textual data classification using deep learning	9
Identification of Exploration and Exploitation Balance in the Silkmoth Olfactory Search Behavior by Information-Theoretic Modeling	9
A Complex-Valued Oscillatory Neural Network for Storage and Retrieval of Multidimensional Aperiodic Signals	8
A Non-spiking Neuron Model With Dynamic Leak to Avoid Instability in Recurrent Networks	8
EEGs Vary Less Between Lab and Home Locations Than They Do Between People	8
A Computational Model of Working Memory Based on Spike-Timing-Dependent Plasticity	8
Identification of Emotion Using Electroencephalogram by Tunable Q-Factor Wavelet Transform and Binary Gray Wolf Optimization	8
Smoking behavior detection algorithm based on YOLOv8-MNC	8
Explosive Synchronization-Based Brain Modulation Reduces Hypersensitivity in the Brain Network: A Computational Model Study	8
Method for persistent topological features extraction of schizophrenia patients’ electroencephalography signal based on persistent homology	8
Stability Evaluation of Brain Changes in Parkinson's Disease Based on Machine Learning	8
Critical and Ictal Phases in Simulated EEG Signals on a Small-World Network	8
Nonlinear Control in the Nematode C. elegans	8
Exploring spiking neural networks: a comprehensive analysis of mathematical models and applications	8
Predictive neuromodulation of cingulo-frontal neural dynamics in major depressive disorder using a brain-computer interface system: A simulation study	8
A Neuroscience Levels of Explanation Approach to the Mind and the Brain	7
A Simplified Plasticity Model Based on Synaptic Tagging and Capture Theory: Simplified STC	7
Interpretation of Frequency Channel-Based CNN on Depression Identification	7
Heart disease detection based on internet of things data using linear quadratic discriminant analysis and a deep graph convolutional neural network	7
Disorder and the Neural Representation of Complex Odors	7
Implementation-Independent Representation for Deep Convolutional Neural Networks and Humans in Processing Faces	7
Emotion Recognition Based on Dynamic Energy Features Using a Bi-LSTM Network	7
The Face Inversion Effect in Deep Convolutional Neural Networks	7
A mechanistic model of ADHD as resulting from dopamine phasic/tonic imbalance during reinforcement learning	7
HTsort: Enabling Fast and Accurate Spike Sorting on Multi-Electrode Arrays	7
Toward a unifying framework for the modeling and identification of motor primitives	7
From Topological Analyses to Functional Modeling: The Case of Hippocampus	7
A computational approach based on weighted gene co-expression network analysis for biomarkers analysis of Parkinson’s disease and construction of diagnostic model	6
Editorial: Understanding the Importance of Temporal Coupling of Neural Activities in Information Processing Underlying Action and Perception	6
Local Homeostatic Regulation of the Spectral Radius of Echo-State Networks	6
Insertion Guidance Based on Impedance Measurements of a Cochlear Electrode Array	6
An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance	6
Closed-Loop Tracking and Regulation of Emotional Valence State From Facial Electromyogram Measurements	6
Quasicriticality explains variability of human neural dynamics across life span	6
A Network Architecture for Bidirectional Neurovascular Coupling in Rat Whisker Barrel Cortex	6
Optimal Organization of Functional Connectivity Networks for Segregation and Integration With Large-Scale Critical Dynamics in Human Brains	6
Granular layEr Simulator: Design and Multi-GPU Simulation of the Cerebellar Granular Layer	6
Predicting the distribution of serotonergic axons: a supercomputing simulation of reflected fractional Brownian motion in a 3D-mouse brain model	6
Biosignal-Based Attention Monitoring to Support Nuclear Operator Safety-Relevant Tasks	6
Simulation and Mitigation of the Wrap-Around Artifact in the MRI Image	6
RETRACTED: Cerebral Microbleed Detection via Convolutional Neural Network and Extreme Learning Machine	6
Flexible intentions: An Active Inference theory	6
Treatment Enhances Betweenness Centrality of Fronto-Parietal Network in Parkinson’s Patients	6
A flexible speller based on time-space frequency conversion SSVEP stimulation paradigm under dry electrode	6
Applications of graph theory to the analysis of fNIRS data in hyperscanning paradigms	5
Extracting Dynamical Understanding From Neural-Mass Models of Mouse Cortex	5
Short- and Long-Range Connections Differentially Modulate the Dynamics and State of Small-World Networks	5
Local minimization of prediction errors drives learning of invariant object representations in a generative network model of visual perception	5
Functional Brain Connections Identify Sensorineural Hearing Loss and Predict the Outcome of Cochlear Implantation	5
Kohonen neural network and symbiotic-organism search algorithm for intrusion detection of network viruses	5
Visual Explanation for Identification of the Brain Bases for Developmental Dyslexia on fMRI Data	5
Identification of feature genes and pathways for Alzheimer's disease via WGCNA and LASSO regression	5
The Connectivity Fingerprints of Highly-Skilled and Disordered Reading Persist Across Cognitive Domains	5
Comparing Theories for the Maintenance of Late LTP and Long-Term Memory: Computational Analysis of the Roles of Kinase Feedback Pathways and Synaptic Reactivation	5
GAPCNN with HyPar: Global Average Pooling convolutional neural network with novel NNLU activation function and HYBRID parallelism	5
Fractional-Order Traveling Wave Approximations for a Fractional-Order Neural Field Model	5
Predicting Spike Features of Hodgkin-Huxley-Type Neurons With Simple Artificial Neural Network	5
The Data Efficiency of Deep Learning Is Degraded by Unnecessary Input Dimensions	5
Functional Connectivity and Complexity in the Phenomenological Model of Mild Cognitive-Impaired Alzheimer's Disease	5
Multi-Granularity Analysis of Brain Networks Assembled With Intra-Frequency and Cross-Frequency Phase Coupling for Human EEG After Stroke	5
Semantic Relatedness Emerges in Deep Convolutional Neural Networks Designed for Object Recognition	5
Exploring Parameter and Hyper-Parameter Spaces of Neuroscience Models on High Performance Computers With Learning to Learn	5
Understanding implicit and explicit sensorimotor learning through neural dynamics	5
Research on the spatial layout optimization strategy of Huaihe Road Commercial Block in Hefei city based on space syntax theory	5
Neural Systems Under Change of Scale	5
Analysis based on neural representation of natural object surfaces to elucidate the mechanisms of a trained AlexNet model	5
A CNN-Based Deep Learning Approach for SSVEP Detection Targeting Binaural Ear-EEG	5
SRI-EEG: State-Based Recurrent Imputation for EEG Artifact Correction	5
Abnormal Dynamic Functional Networks in Subjective Cognitive Decline and Alzheimer's Disease	5
A Multiscale, Systems-Level, Neuropharmacological Model of Cortico-Basal Ganglia System for Arm Reaching Under Normal, Parkinsonian, and Levodopa Medication Conditions	5

Deep attention super-resolution of brain magnetic resonance images acquired under clinical protocols	5
Ayu-Characterization of healthy aging from neuroimaging data with deep learning and rsfMRI	5
Interactions of Medial and Lateral Prefrontal Cortex in Hierarchical Predictive Coding	5
A Noninvasive BCI System for 2D Cursor Control Using a Spectral-Temporal Long Short-Term Memory Network	4
Movie Events Detecting Reveals Inter-Subject Synchrony Difference of Functional Brain Activity in Autism Spectrum Disorder	4
Cross-site scripting attack detection based on a modified convolution neural network	4
Differential Contributions of Inhibitory Subnetwork to Visual Cortical Modulations Identified via Computational Model of Working Memory	4
Noise-tuned bursting in a Hedgehog burster	4
A P300-Detection Method Based on Logistic Regression and a Convolutional Neural Network	4
Sparse Granger Causality Analysis Model Based on Sensors Correlation for Emotion Recognition Classification in Electroencephalography	4
Human Texture Vision as Multi-Order Spectral Analysis	4
Text clustering based on pre-trained models and autoencoders	4
A Neural Controller Model Considering the Vestibulospinal Tract in Human Postural Control	4
A neural learning approach for simultaneous object detection and grasp detection in cluttered scenes	4
Learning cortical hierarchies with temporal Hebbian updates	4
How Many Muscles? Optimal Muscles Set Search for Optimizing Myocontrol Performance	4
A Radiomics Nomogram for Non-Invasive Prediction of Progression-Free Survival in Esophageal Squamous Cell Carcinoma	4
Convolutional neural networks for vision neuroscience: significance, developments, and outstanding issues	4
Finger Gesture Recognition Using Sensing and Classification of Surface Electromyography Signals With High-Precision Wireless Surface Electromyography Sensors	4
Cortico-Hippocampal Computational Modeling Using Quantum-Inspired Neural Networks	4
Chimera Patterns of Synchrony in a Frustrated Array of Hebb Synapses	4
Recent Trends in Non-invasive Neural Recording Based Brain-to-Brain Synchrony Analysis on Multidisciplinary Human Interactions for Understanding Brain Dynamics: A Systematic Review	4
Invariance of object detection in untrained deep neural networks	4
Augmenting Human Selves Through Artificial Agents – Lessons From the Brain	4
Double Two-State Opsin Model With Autonomous Parameter Inference	4
Can Tumor Location on Pre-treatment MRI Predict Likelihood of Pseudo-Progression vs. Tumor Recurrence in Glioblastoma?—A Feasibility Study	4
Generalised Analog LSTMs Recurrent Modules for Neural Computing	4
Soft error mitigation and recovery of SRAM-based FPGAs using brain-inspired hybrid-grained scrubbing mechanism	4
A Plane-Dependent Model of 3D Grid Cells for Representing Both 2D and 3D Spaces Under Various Navigation Modes	4
Topographic Organization of Correlation Along the Longitudinal and Transverse Axes in Rat Hippocampal CA3 Due to Excitatory Afferents	4
Dynamic PET Imaging Using Dual Texture Features	4
Response of a neuronal network computational model to infrared neural stimulation	4
Clustering and disease subtyping in Neuroscience, toward better methodological adaptations	4
neuroAIx-Framework: design of future neuroscience simulation systems exhibiting execution of the cortical microcircuit model 20× faster than biological real-time	4
Bayesian continual learning via spiking neural networks	4
Hierarchical Sequencing and Feedforward and Feedback Control Mechanisms in Speech Production: A Preliminary Approach for Modeling Normal and Disordered Speech	4
Hierarchical Sparse Coding of Objects in Deep Convolutional Neural Networks	4
Finding the Location of Axonal Activation by a Miniature Magnetic Coil	4
Image Quality Evaluation of Light Field Image Based on Macro-Pixels and Focus Stack	4
Computational models of neurotransmission at cerebellar synapses unveil the impact on network computation	4
Decoding Digital Visual Stimulation From Neural Manifold With Fuzzy Leaning on Cortical Oscillatory Dynamics	4
Computing the partition dimension of certain families of Toeplitz graph	4
Deep Residual Convolutional Neural Networks for Brain–Computer Interface to Visualize Neural Processing of Hand Movements in the Human Brain	4
Locomotor Pattern and Force Generation Modulated by Ionic Channels: A Computational Study of Spinal Networks Underlying Locomotion	4
Emergent Dynamics and Spatio Temporal Patterns on Multiplex Neuronal Networks	4
The effect of hearing impairment and social participation on depressive symptoms in older adults: a cross-lagged analysis	4
A Framework for Text Classification Using Evolutionary Contiguous Convolutional Neural Network and Swarm Based Deep Neural Network	3
A Model of Pattern Separation by Single Neurons	3
Quantification of Kuramoto Coupling Between Intrinsic Brain Networks Applied to fMRI Data in Major Depressive Disorder	3
Enhanced simulations of whole-brain dynamics using hybrid resting-state structural connectomes	3
Can Deep Learning Hit a Moving Target? A Scoping Review of Its Role to Study Neurological Disorders in Children	3
Decoding Neuropathic Pain: Can We Predict Fluctuations of Propagation Speed in Stimulated Peripheral Nerve?	3
A Computational Framework for Controlling the Self-Restorative Brain Based on the Free Energy and Degeneracy Principles	3
Analysis of the Neuron Dynamics in Thalamic Reticular Nucleus by a Reduced Model	3
Production of adaptive movement patterns via an insect inspired spiking neural network central pattern generator	3
Computational modeling of trans-synaptic nanocolumns, a modulator of synaptic transmission	3
A computational classification method of breast cancer images using the VGGNet model	3
A modelling study to dissect the potential role of voltage-gated ion channels in activity-dependent conduction velocity changes as identified in small fiber neuropathy patients	3
High precision visual localization method of UAV based on feature matching	3
Accurate Prediction of Children's ADHD Severity Using Family Burden Information: A Neural Lasso Approach	3
Survival prediction for patients with glioblastoma multiforme using a Cox proportional hazards denoising autoencoder network	3
Brain-Inspired Affective Empathy Computational Model and Its Application on Altruistic Rescue Task	3
Riemannian geometry-based metrics to measure and reinforce user performance changes during brain-computer interface user training	3
Computational Modeling of Synchrony in the Auditory Nerve in Response to Acoustic and Electric Stimulation	3
Interlayer Connectivity Affects the Coherence Resonance and Population Activity Patterns in Two-Layered Networks of Excitatory and Inhibitory Neurons	3
Perineuronal nets restrict transport near the neuron surface: A coarse-grained molecular dynamics study	3
CRBA: A Competitive Rate-Based Algorithm Based on Competitive Spiking Neural Networks	3
Geometric algebra based recurrent neural network for multi-dimensional time-series prediction	3
Computational Efficiency of a Modular Reservoir Network for Image Recognition	3
Editorial: Memristor Computing for Neuromorphic Systems	3
Ramping activity in the striatum	3
Transfer of Learning in the Convolutional Neural Networks on Classifying Geometric Shapes Based on Local or Global Invariants	3
Emergence of Lie Symmetries in Functional Architectures Learned by CNNs	3
Computer vision quantization research on the architectural color of Avenida de Almeida Ribeiro in Macau based on the human eye perspective	3
Measuring and Modeling the Effect of Audio on Human Focus in Everyday Environments Using Brain-Computer Interface Technology	3
Data-Driven Model of Postsynaptic Currents Mediated by NMDA or AMPA Receptors in Striatal Neurons	3
On the Role of Neural Oscillations Across Timescales in Speech and Music Processing	3
Dynamic probability integration for electroencephalography-based rapid serial visual presentation performance enhancement: Application in nighttime vehicle detection	3
Development of Atypical Reading at Ages 5 to 9 Years and Processing of Speech Envelope Modulations in the Brain	3
Training spiking neuronal networks to perform motor control using reinforcement and evolutionary learning	3
An Adaptive Information Security System for 5G-Enabled Smart Grid Based on Artificial Neural Network and Case-Based Learning Algorithms	3
Towards best practice of interpreting deep learning models for EEG-based brain computer interfaces	3
Collective Dynamics of Neural Networks With Sleep-Related Biological Drives in Drosophila	3
Examining electroencephalogram signatures of people with multiple sclerosis using a nonlinear dynamics approach: a systematic review and bibliographic analysis	3
Monitoring and Evaluation of Emotion Regulation by Aerobic Exercise and Motor Imagery Based on Functional Near-Infrared Spectroscopy	3
Improving focality and consistency in micromagnetic stimulation	3
Machine learning algorithm performance evaluation in structural magnetic resonance imaging-based classification of pediatric bipolar disorders type I patients	3
Network Model With Reduced Metabolic Rate Predicts Spatial Synchrony of Neuronal Activity	3
Cross-Frequency Slow Oscillation–Spindle Coupling in a Biophysically Realistic Thalamocortical Neural Mass Model	3
Unification of free energy minimization, spatiotemporal energy, and dimension reduction models of V1 organization: Postnatal learning on an antenatal scaffold	3
Distinctive properties of biological neural networks and recent advances in bottom-up approaches toward a better biologically plausible neural network	3
Neuronal and behavioral affective perceptions of human and naturalness-reduced emotional prosodies	3
Biologically Inspired Deep Learning Model for Efficient Foveal-Peripheral Vision	3
Stability of mental motor-imagery classification in EEG depends on the choice of classifier model and experiment design, but not on signal preprocessing	3
Detection of Brain Network Communities During Natural Speech Comprehension From Functionally Aligned EEG Sources	3