Frontiers in Computational Neuroscience

Article	Citations
Brain Tumor Segmentation Using an Ensemble of 3D U-Nets and Overall Survival Prediction Using Radiomic Features	124
Attention in Psychology, Neuroscience, and Machine Learning	99
A Study on Arrhythmia via ECG Signal Classification Using the Convolutional Neural Network	76
A Deep Learning Approach for Automatic Seizure Detection in Children With Epilepsy	72
Transfer Entropy as a Measure of Brain Connectivity: A Critical Analysis With the Help of Neural Mass Models	68
Overall Survival Prediction in Glioblastoma With Radiomic Features Using Machine Learning	63
ASD-SAENet: A Sparse Autoencoder, and Deep-Neural Network Model for Detecting Autism Spectrum Disorder (ASD) Using fMRI Data	50
Review on Emotion Recognition Based on Electroencephalography	47
An Active Inference Approach to Modeling Structure Learning: Concept Learning as an Example Case	45
Theta-Nested Gamma Oscillations in Next Generation Neural Mass Models	43
EEG-based emotion recognition using hybrid CNN and LSTM classification	33
Spiking Neural Network (SNN) With Memristor Synapses Having Non-linear Weight Update	33
The Neuroscience of Spatial Navigation and the Relationship to Artificial Intelligence	30
An Investigation of the Free Energy Principle for Emotion Recognition	29
GLSNN: A Multi-Layer Spiking Neural Network Based on Global Feedback Alignment and Local STDP Plasticity	29
Optimal Self-Induced Stochastic Resonance in Multiplex Neural Networks: Electrical vs. Chemical Synapses	27
Fast Simulations of Highly-Connected Spiking Cortical Models Using GPUs	26
Serotonergic Axons as Fractional Brownian Motion Paths: Insights Into the Self-Organization of Regional Densities	26
Ensemble deep learning for brain tumor detection	25
Criticality, Connectivity, and Neural Disorder: A Multifaceted Approach to Neural Computation	25
Stochastic Resonance Based Visual Perception Using Spiking Neural Networks	24
Learning Generative State Space Models for Active Inference	24
Unsupervised Few-Shot Feature Learning via Self-Supervised Training	24
Conventional machine learning and deep learning in Alzheimer's disease diagnosis using neuroimaging: A review	23
RETRACTED: Deep Learning for Autism Diagnosis and Facial Analysis in Children	21

Evaluation of Synergy Extrapolation for Predicting Unmeasured Muscle Excitations from Measured Muscle Synergies	20
Perceptron Learning and Classification in a Modeled Cortical Pyramidal Cell	20
Emergence of Stable Synaptic Clusters on Dendrites Through Synaptic Rewiring	19
Will We Ever Have Conscious Machines?	19
Oscillatory Bursting as a Mechanism for Temporal Coupling and Information Coding	19
Emergence of Mixed Mode Oscillations in Random Networks of Diverse Excitable Neurons: The Role of Neighbors and Electrical Coupling	18
Whole-Brain Network Models: From Physics to Bedside	18
Toward Reflective Spiking Neural Networks Exploiting Memristive Devices	18
Functional Brain Networks in Mild Cognitive Impairment Based on Resting Electroencephalography Signals	17
Learning Invariant Object and Spatial View Representations in the Brain Using Slow Unsupervised Learning	17
Spatiotemporal Patterns of Adaptation-Induced Slow Oscillations in a Whole-Brain Model of Slow-Wave Sleep	17
Electroencephalogram Emotion Recognition Based on 3D Feature Fusion and Convolutional Autoencoder	16
Hardware Design for Autonomous Bayesian Networks	16
Fano Factor: A Potentially Useful Information	16
Emergent Spaces for Coupled Oscillators	15
Quantitative Assessment of Stress Through EEG During a Virtual Reality Stress-Relax Session	15
Accelerating Inference of Convolutional Neural Networks Using In-memory Computing	15
Toward Software-Equivalent Accuracy on Transformer-Based Deep Neural Networks With Analog Memory Devices	15
A comprehensive neural simulation of slow-wave sleep and highly responsive wakefulness dynamics	14
Status of deep learning for EEG-based brain–computer interface applications	14
Gated Recurrent Units Viewed Through the Lens of Continuous Time Dynamical Systems	14
Brain Inspired Sequences Production by Spiking Neural Networks With Reward-Modulated STDP	14
Symmetry-Based Representations for Artificial and Biological General Intelligence	13
Excitation-Inhibition Balanced Neural Networks for Fast Signal Detection	13
Emergence of Neuronal Synchronisation in Coupled Areas	13
A Systematic Framework for Olfactory Bulb Signal Transformations	13
Free-Energy Model of Emotion Potential: Modeling Arousal Potential as Information Content Induced by Complexity and Novelty	12
On the Validity of Neural Mass Models	12
Crossing the Cleft: Communication Challenges Between Neuroscience and Artificial Intelligence	12
Active inference, morphogenesis, and computational psychiatry	12
A Connectome-Based, Corticothalamic Model of State- and Stimulation-Dependent Modulation of Rhythmic Neural Activity and Connectivity	12
Examining Sodium and Potassium Channel Conductances Involved in Hyperexcitability of Chemotherapy-Induced Peripheral Neuropathy: A Mathematical and Cell Culture-Based Study	12
Self-decisive algorithm for unconstrained optimization problems as in biomedical image analysis	11
Two-Scale Multimodal Medical Image Fusion Based on Structure Preservation	11
Integrated world modeling theory expanded: Implications for the future of consciousness	11
Multidimensional Face Representation in a Deep Convolutional Neural Network Reveals the Mechanism Underlying AI Racism	11
Predicting Antidepressant Citalopram Treatment Response via Changes in Brain Functional Connectivity After Acute Intravenous Challenge	11
DNNBrain: A Unifying Toolbox for Mapping Deep Neural Networks and Brains	11
Neural Substrates of the Drift-Diffusion Model in Brain Disorders	11
Evaluating State Space Discovery by Persistent Cohomology in the Spatial Representation System	11
Dynamic models for musical rhythm perception and coordination	11
Topological View of Flows Inside the BOLD Spontaneous Activity of the Human Brain	11
Structural Features of the Human Connectome That Facilitate the Switching of Brain Dynamics via Noradrenergic Neuromodulation	11
Mind Causality: A Computational Neuroscience Approach	11
Transition of Neural Activity From the Chaotic Bipolar-Disorder State to the Periodic Healthy State Using External Feedback Signals	11
Spike-Timing Dependent Plasticity Effect on the Temporal Patterning of Neural Synchronization	10
Connectome-Based Model Predicts Deep Brain Stimulation Outcome in Parkinson's Disease	10
Improvement of Multiparametric MR Image Segmentation by Augmenting the Data With Generative Adversarial Networks for Glioma Patients	10
Upper Limit on the Thermodynamic Information Content of an Action Potential	10
Synchronization, Stochasticity, and Phase Waves in Neuronal Networks With Spatially-Structured Connectivity	10

Impact of Physical Obstacles on the Structural and Effective Connectivity of in silico Neuronal Circuits	10
Computational Evidence for a Competitive Thalamocortical Model of Spikes and Spindle Activity in Rolandic Epilepsy	9
Comparison of Two-Dimensional- and Three-Dimensional-Based U-Net Architectures for Brain Tissue Classification in One-Dimensional Brain CT	9
Efficient Temporal Coding in the Early Visual System: Existing Evidence and Future Directions	9
Admittance Method for Estimating Local Field Potentials Generated in a Multi-Scale Neuron Model of the Hippocampus	9
Temporal-Sequential Learning With a Brain-Inspired Spiking Neural Network and Its Application to Musical Memory	9
Prediction and Modeling of Neuropsychological Scores in Alzheimer’s Disease Using Multimodal Neuroimaging Data and Artificial Neural Networks	9
Time Is of the Essence: Neural Codes, Synchronies, Oscillations, Architectures	9
Addressing skepticism of the critical brain hypothesis	9
E2ENNet: An end-to-end neural network for emotional brain-computer interface	9
Identifiability of a Binomial Synapse	9
Editorial: Recent advances in EEG (non-invasive) based BCI applications	9
Integrating ankle and hip strategies for the stabilization of upright standing: An intermittent control model	9
Research on efficient feature extraction: Improving YOLOv5 backbone for facial expression detection in live streaming scenes	9
Editorial: Understanding and Bridging the Gap Between Neuromorphic Computing and Machine Learning	9
Do Muscle Synergies Improve Optimization Prediction of Muscle Activations During Gait?	9
Unsupervised Learning and Clustered Connectivity Enhance Reinforcement Learning in Spiking Neural Networks	9
From CAPTCHA to Commonsense: How Brain Can Teach Us About Artificial Intelligence	9
Improving Between-Group Effect Size for Multi-Site Functional Connectivity Data via Site-Wise De-Meaning	8
InverseMuscleNET: Alternative Machine Learning Solution to Static Optimization and Inverse Muscle Modeling	8
EEGs Vary Less Between Lab and Home Locations Than They Do Between People	8
Editorial: Inter- and Intra-subject Variability in Brain Imaging and Decoding	8
The Face Module Emerged in a Deep Convolutional Neural Network Selectively Deprived of Face Experience	8
Compensatory mechanism of attention-deficit/hyperactivity disorder recovery in resting state alpha rhythms	8
Event-Based Trajectory Prediction Using Spiking Neural Networks	8
Deep Gated Hebbian Predictive Coding Accounts for Emergence of Complex Neural Response Properties Along the Visual Cortical Hierarchy	8
Top-Down Control of Inhibitory Granule Cells in the Main Olfactory Bulb Reshapes Neural Dynamics Giving Rise to a Diversity of Computations	8
Mechanical Learning for Prediction of Sepsis-Associated Encephalopathy	8
Contextual Integration in Cortical and Convolutional Neural Networks	8
Steering the Volume of Tissue Activated With a Directional Deep Brain Stimulation Lead in the Globus Pallidus Pars Interna: A Modeling Study With Heterogeneous Tissue Properties	8
Perspective Taking in Deep Reinforcement Learning Agents	8
Synchronization in simplicial complexes of memristive Rulkov neurons	8
Optimality Principles in Human Point-to-Manifold Reaching Accounting for Muscle Dynamics	8
Nonlinear Control in the Nematode C. elegans	8
Dynamics and Information Import in Recurrent Neural Networks	8
Photorealistic Reconstruction of Visual Texture From EEG Signals	8
Machine Learning to Predict Brain Amyloid Pathology in Pre-dementia Alzheimer’s Disease Using QEEG Features and Genetic Algorithm Heuristic	8
Behavioral Time Scale Plasticity of Place Fields: Mathematical Analysis	8
Transfer learning-based modified inception model for the diagnosis of Alzheimer's disease	8
Critical and Ictal Phases in Simulated EEG Signals on a Small-World Network	7
HTsort: Enabling Fast and Accurate Spike Sorting on Multi-Electrode Arrays	7
A Neuromechanical Model of Multiple Network Rhythmic Pattern Generators for Forward Locomotion in C. elegans	7
Emotion Recognition Based on Dynamic Energy Features Using a Bi-LSTM Network	7
A Computational Model of Working Memory Based on Spike-Timing-Dependent Plasticity	7
Quantifying the Landscape of Decision Making From Spiking Neural Networks	7
Identifying Individuals With Mild Cognitive Impairment Using Working Memory-Induced Intra-Subject Variability of Resting-State EEGs	7
Inter-band Bispectral Analysis of EEG Background Activity to Characterize Alzheimer's Disease Continuum	7
Interpretation of Frequency Channel-Based CNN on Depression Identification	7
Data Augmentation for EEG-Based Emotion Recognition Using Generative Adversarial Networks	7
A Neuron-Glial Model of Exosomal Release in the Onset and Progression of Alzheimer's Disease	7
An efficient computer vision-based approach for acute lymphoblastic leukemia prediction	7
Stability Evaluation of Brain Changes in Parkinson's Disease Based on Machine Learning	7
Implementation-Independent Representation for Deep Convolutional Neural Networks and Humans in Processing Faces	7
Performance Analysis With Different Types of Visual Stimuli in a BCI-Based Speller Under an RSVP Paradigm	7
Unveiling Stimulation Secrets of Electrical Excitation of Neural Tissue Using a Circuit Probability Theory	7
Identification of Exploration and Exploitation Balance in the Silkmoth Olfactory Search Behavior by Information-Theoretic Modeling	7
Multiple-Timescale Neural Networks: Generation of History-Dependent Sequences and Inference Through Autonomous Bifurcations	6
A Non-spiking Neuron Model With Dynamic Leak to Avoid Instability in Recurrent Networks	6
From Topological Analyses to Functional Modeling: The Case of Hippocampus	6
Treatment Enhances Betweenness Centrality of Fronto-Parietal Network in Parkinson’s Patients	6
A Computational Model of the Cholinergic Modulation of CA1 Pyramidal Cell Activity	6
The Concept of Symmetry and the Theory of Perception	6
A Complex-Valued Oscillatory Neural Network for Storage and Retrieval of Multidimensional Aperiodic Signals	6
Real-Time Neuron Detection and Neural Signal Extraction Platform for Miniature Calcium Imaging	6
The Face Inversion Effect in Deep Convolutional Neural Networks	6
Measuring Efficiency of Semi-automated Brain Tumor Segmentation by Simulating User Interaction	6
Biosignal-Based Attention Monitoring to Support Nuclear Operator Safety-Relevant Tasks	6
Variational Online Learning of Neural Dynamics	6
Identification of Emotion Using Electroencephalogram by Tunable Q-Factor Wavelet Transform and Binary Gray Wolf Optimization	6
Granular layEr Simulator: Design and Multi-GPU Simulation of the Cerebellar Granular Layer	6
Mean-field based framework for forward modeling of LFP and MEG signals	6
Short- and Long-Range Connections Differentially Modulate the Dynamics and State of Small-World Networks	5
Abnormal Dynamic Functional Networks in Subjective Cognitive Decline and Alzheimer's Disease	5
A Network Architecture for Bidirectional Neurovascular Coupling in Rat Whisker Barrel Cortex	5
RETRACTED: Cerebral Microbleed Detection via Convolutional Neural Network and Extreme Learning Machine	5
Flexible intentions: An Active Inference theory	5
Deep Residual Convolutional Neural Networks for Brain–Computer Interface to Visualize Neural Processing of Hand Movements in the Human Brain	5
Neck Pain: Do We Know Enough About the Sensorimotor Control System?	5
Learning Long Temporal Sequences in Spiking Networks by Multiplexing Neural Oscillations	5
Assessment of Carotid Plaque Stability Using Contrast-Enhanced Ultrasound and Its Correlation With the Expression of CD147 and MMP-9 in the Plaque	5

A Neuroscience Levels of Explanation Approach to the Mind and the Brain	5
Toward a unifying framework for the modeling and identification of motor primitives	5
Insertion Guidance Based on Impedance Measurements of a Cochlear Electrode Array	5
Local Homeostatic Regulation of the Spectral Radius of Echo-State Networks	5
Aberrant Correlation Between the Default Mode and Salience Networks in Mild Traumatic Brain Injury	5
Explosive Synchronization-Based Brain Modulation Reduces Hypersensitivity in the Brain Network: A Computational Model Study	5
Proto-Object Based Saliency Model With Texture Detection Channel	5
A CNN-Based Deep Learning Approach for SSVEP Detection Targeting Binaural Ear-EEG	5
Semantic Relatedness Emerges in Deep Convolutional Neural Networks Designed for Object Recognition	5
Editorial: Understanding the Importance of Temporal Coupling of Neural Activities in Information Processing Underlying Action and Perception	5
Exploring Parameter and Hyper-Parameter Spaces of Neuroscience Models on High Performance Computers With Learning to Learn	5
Neurons as Canonical Correlation Analyzers	5
Optimal Organization of Functional Connectivity Networks for Segregation and Integration With Large-Scale Critical Dynamics in Human Brains	5
Neural Systems Under Change of Scale	5
Editorial: Temporal Structure of Neural Processes Coupling Sensory, Motor and Cognitive Functions of the Brain	5
A computational approach based on weighted gene co-expression network analysis for biomarkers analysis of Parkinson’s disease and construction of diagnostic model	4
Exponential Time Differencing Algorithm for Pulse-Coupled Hodgkin-Huxley Neural Networks	4
Predicting Spike Features of Hodgkin-Huxley-Type Neurons With Simple Artificial Neural Network	4
An efficient approach for textual data classification using deep learning	4
Method for persistent topological features extraction of schizophrenia patients’ electroencephalography signal based on persistent homology	4
Revealing the Computational Meaning of Neocortical Interarea Signals	4
A Noninvasive BCI System for 2D Cursor Control Using a Spectral-Temporal Long Short-Term Memory Network	4
Interactions of Medial and Lateral Prefrontal Cortex in Hierarchical Predictive Coding	4
Finding the Location of Axonal Activation by a Miniature Magnetic Coil	4
Invariance of object detection in untrained deep neural networks	4
A P300-Detection Method Based on Logistic Regression and a Convolutional Neural Network	4
Hierarchical Sparse Coding of Objects in Deep Convolutional Neural Networks	4
Synaptic Diversity Suppresses Complex Collective Behavior in Networks of Theta Neurons	4
Decoding Digital Visual Stimulation From Neural Manifold With Fuzzy Leaning on Cortical Oscillatory Dynamics	4
Functional Brain Connections Identify Sensorineural Hearing Loss and Predict the Outcome of Cochlear Implantation	4
How Many Muscles? Optimal Muscles Set Search for Optimizing Myocontrol Performance	4
SRI-EEG: State-Based Recurrent Imputation for EEG Artifact Correction	4
Heart disease detection based on internet of things data using linear quadratic discriminant analysis and a deep graph convolutional neural network	4
Applications of graph theory to the analysis of fNIRS data in hyperscanning paradigms	4
Comparing Theories for the Maintenance of Late LTP and Long-Term Memory: Computational Analysis of the Roles of Kinase Feedback Pathways and Synaptic Reactivation	4
Sparse Granger Causality Analysis Model Based on Sensors Correlation for Emotion Recognition Classification in Electroencephalography	4
Analysis of the Neuron Dynamics in Thalamic Reticular Nucleus by a Reduced Model	4
Disorder and the Neural Representation of Complex Odors	4
Bayesian continual learning via spiking neural networks	4
A mechanistic model of ADHD as resulting from dopamine phasic/tonic imbalance during reinforcement learning	4
Intrinsic and Synaptic Properties Shaping Diverse Behaviors of Neural Dynamics	4
Locomotor Pattern and Force Generation Modulated by Ionic Channels: A Computational Study of Spinal Networks Underlying Locomotion	4
Functional Connectivity and Complexity in the Phenomenological Model of Mild Cognitive-Impaired Alzheimer's Disease	4
Identification of feature genes and pathways for Alzheimer's disease via WGCNA and LASSO regression	4
Predicting the distribution of serotonergic axons: a supercomputing simulation of reflected fractional Brownian motion in a 3D-mouse brain model	4
Extracting Dynamical Understanding From Neural-Mass Models of Mouse Cortex	4
Understanding implicit and explicit sensorimotor learning through neural dynamics	4
Fractional-Order Traveling Wave Approximations for a Fractional-Order Neural Field Model	4
Predictive neuromodulation of cingulo-frontal neural dynamics in major depressive disorder using a brain-computer interface system: A simulation study	4
Kohonen neural network and symbiotic-organism search algorithm for intrusion detection of network viruses	4
Chimera Patterns of Synchrony in a Frustrated Array of Hebb Synapses	4
Differential Contributions of Inhibitory Subnetwork to Visual Cortical Modulations Identified via Computational Model of Working Memory	4
Editorial: Memristor Computing for Neuromorphic Systems	3
Local minimization of prediction errors drives learning of invariant object representations in a generative network model of visual perception	3
Computational models of neurotransmission at cerebellar synapses unveil the impact on network computation	3
Noise-tuned bursting in a Hedgehog burster	3
Improving focality and consistency in micromagnetic stimulation	3
Cortico-Hippocampal Computational Modeling Using Quantum-Inspired Neural Networks	3
Computational Characteristics of the Striatal Dopamine System Described by Reinforcement Learning With Fast Generalization	3
The Data Efficiency of Deep Learning Is Degraded by Unnecessary Input Dimensions	3
Object Recognition at Higher Regions of the Ventral Visual Stream via Dynamic Inference	3
Conscious Multisensory Integration: Introducing a Universal Contextual Field in Biological and Deep Artificial Neural Networks	3
Simulation and Mitigation of the Wrap-Around Artifact in the MRI Image	3
An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance	3
A Plane-Dependent Model of 3D Grid Cells for Representing Both 2D and 3D Spaces Under Various Navigation Modes	3
A Radiomics Nomogram for Non-Invasive Prediction of Progression-Free Survival in Esophageal Squamous Cell Carcinoma	3
neuroAIx-Framework: design of future neuroscience simulation systems exhibiting execution of the cortical microcircuit model 20× faster than biological real-time	3
The Connectivity Fingerprints of Highly-Skilled and Disordered Reading Persist Across Cognitive Domains	3
Augmenting Human Selves Through Artificial Agents – Lessons From the Brain	3
Cross-Frequency Slow Oscillation–Spindle Coupling in a Biophysically Realistic Thalamocortical Neural Mass Model	3
Hierarchical Sequencing and Feedforward and Feedback Control Mechanisms in Speech Production: A Preliminary Approach for Modeling Normal and Disordered Speech	3
Image Quality Evaluation of Light Field Image Based on Macro-Pixels and Focus Stack	3
Cross-site scripting attack detection based on a modified convolution neural network	3
Double Two-State Opsin Model With Autonomous Parameter Inference	3
Generalised Analog LSTMs Recurrent Modules for Neural Computing	3
Visual Explanation for Identification of the Brain Bases for Developmental Dyslexia on fMRI Data	3
Training spiking neuronal networks to perform motor control using reinforcement and evolutionary learning	3
On the Role of Neural Oscillations Across Timescales in Speech and Music Processing	3
Topographic Organization of Correlation Along the Longitudinal and Transverse Axes in Rat Hippocampal CA3 Due to Excitatory Afferents	3
A Framework for Text Classification Using Evolutionary Contiguous Convolutional Neural Network and Swarm Based Deep Neural Network	3
Ayu-Characterization of healthy aging from neuroimaging data with deep learning and rsfMRI	3
A Computational Framework for Controlling the Self-Restorative Brain Based on the Free Energy and Degeneracy Principles	3
Recent Trends in Non-invasive Neural Recording Based Brain-to-Brain Synchrony Analysis on Multidisciplinary Human Interactions for Understanding Brain Dynamics: A Systematic Review	3
Transfer of Learning in the Convolutional Neural Networks on Classifying Geometric Shapes Based on Local or Global Invariants	3
Reconfigurable Filtering of Neuro-Spike Communications Using Synthetically Engineered Logic Circuits	3
Analysis based on neural representation of natural object surfaces to elucidate the mechanisms of a trained AlexNet model	3
A Multiscale, Systems-Level, Neuropharmacological Model of Cortico-Basal Ganglia System for Arm Reaching Under Normal, Parkinsonian, and Levodopa Medication Conditions	3
Closed-Loop Tracking and Regulation of Emotional Valence State From Facial Electromyogram Measurements	3
Quasicriticality explains variability of human neural dynamics across life span	3
Computing the partition dimension of certain families of Toeplitz graph	3
Necessary Conditions for Reliable Propagation of Slowly Time-Varying Firing Rate	3
A neural learning approach for simultaneous object detection and grasp detection in cluttered scenes	3
Human Texture Vision as Multi-Order Spectral Analysis	3
Emergent Dynamics and Spatio Temporal Patterns on Multiplex Neuronal Networks	3
Deep attention super-resolution of brain magnetic resonance images acquired under clinical protocols	3