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
Spiking Neural Network (SNN) With Memristor Synapses Having Non-linear Weight Update	33
EEG-based emotion recognition using hybrid CNN and LSTM classification	33
The Neuroscience of Spatial Navigation and the Relationship to Artificial Intelligence	30
GLSNN: A Multi-Layer Spiking Neural Network Based on Global Feedback Alignment and Local STDP Plasticity	29
An Investigation of the Free Energy Principle for Emotion Recognition	29
Optimal Self-Induced Stochastic Resonance in Multiplex Neural Networks: Electrical vs. Chemical Synapses	27
Serotonergic Axons as Fractional Brownian Motion Paths: Insights Into the Self-Organization of Regional Densities	26
Fast Simulations of Highly-Connected Spiking Cortical Models Using GPUs	26
Criticality, Connectivity, and Neural Disorder: A Multifaceted Approach to Neural Computation	25
Ensemble deep learning for brain tumor detection	25
Learning Generative State Space Models for Active Inference	24
Unsupervised Few-Shot Feature Learning via Self-Supervised Training	24
Stochastic Resonance Based Visual Perception Using Spiking Neural Networks	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
Will We Ever Have Conscious Machines?	19
Oscillatory Bursting as a Mechanism for Temporal Coupling and Information Coding	19
Emergence of Stable Synaptic Clusters on Dendrites Through Synaptic Rewiring	19
Whole-Brain Network Models: From Physics to Bedside	18
Toward Reflective Spiking Neural Networks Exploiting Memristive Devices	18
Emergence of Mixed Mode Oscillations in Random Networks of Diverse Excitable Neurons: The Role of Neighbors and Electrical Coupling	18
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
Functional Brain Networks in Mild Cognitive Impairment Based on Resting Electroencephalography Signals	17
Hardware Design for Autonomous Bayesian Networks	16
Fano Factor: A Potentially Useful Information	16
Electroencephalogram Emotion Recognition Based on 3D Feature Fusion and Convolutional Autoencoder	16
Toward Software-Equivalent Accuracy on Transformer-Based Deep Neural Networks With Analog Memory Devices	15
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
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
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
A Systematic Framework for Olfactory Bulb Signal Transformations	13
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
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
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
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
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
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
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
Efficient Temporal Coding in the Early Visual System: Existing Evidence and Future Directions	9
E2ENNet: An end-to-end neural network for emotional brain-computer interface	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
Addressing skepticism of the critical brain hypothesis	9
Identifiability of a Binomial Synapse	9
Do Muscle Synergies Improve Optimization Prediction of Muscle Activations During Gait?	9
From CAPTCHA to Commonsense: How Brain Can Teach Us About Artificial Intelligence	9
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
Editorial: Understanding and Bridging the Gap Between Neuromorphic Computing and Machine Learning	9
Unsupervised Learning and Clustered Connectivity Enhance Reinforcement Learning in Spiking Neural Networks	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
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
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
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
Critical and Ictal Phases in Simulated EEG Signals on a Small-World Network	7
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
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
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
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