Frontiers in Computational Neuroscience

Article	Citations
A novel multi-feature fusion attention neural network for the recognition of epileptic EEG signals	90
Editorial: Symmetry as a guiding principle in artificial and brain neural networks	78
Short-term postsynaptic plasticity facilitates predictive tracking in continuous attractors	70
FacialNet: facial emotion recognition for mental health analysis using UNet segmentation with transfer learning model	67
NeuroFusionNet: cross-modal modeling from brain activity to visual understanding	53
Deep learning-based Alzheimer's disease detection: reproducibility and the effect of modeling choices	42
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	38
Meta-Learning for Decoding Neural Activity Data With Noisy Labels	36
Recurrent Excitatory Feedback From Mossy Cells Enhances Sparsity and Pattern Separation in the Dentate Gyrus via Indirect Feedback Inhibition	36
High precision visual localization method of UAV based on feature matching	33
Predictive coding with spiking neurons and feedforward gist signaling	33
Electroencephalogram-based adaptive closed-loop brain-computer interface in neurorehabilitation: a review	32
Reinforced liquid state machines—new training strategies for spiking neural networks based on reinforcements	28
Research on efficient feature extraction: Improving YOLOv5 backbone for facial expression detection in live streaming scenes	28
Toward a computational theory of manifold untangling: from global embedding to local flattening	25
Toward Precise Localization of Abnormal Brain Activity: 1D CNN on Single Voxel fMRI Time-Series	25
Biologically Inspired Deep Learning Model for Efficient Foveal-Peripheral Vision	25
Grid cells, border cells, and discrete complex analysis	24
Performance control study of interleaved meltblown non-woven materials based on statistical analysis and predictive modeling	24
Online spike-based recognition of digits with ultrafast microlaser neurons	24
Editorial: The embodied brain: computational mechanisms of integrated sensorimotor interactions with a dynamic environment, volume II	23
Text clustering based on pre-trained models and autoencoders	23
Computer vision quantization research on the architectural color of Avenida de Almeida Ribeiro in Macau based on the human eye perspective	22
Production of adaptive movement patterns via an insect inspired spiking neural network central pattern generator	21
Treatment Enhances Betweenness Centrality of Fronto-Parietal Network in Parkinson’s Patients	21

The mesoanatomy of the cortex, minimization of free energy, and generative cognition	20
A comprehensive neural simulation of slow-wave sleep and highly responsive wakefulness dynamics	20
Structural Features of the Human Connectome That Facilitate the Switching of Brain Dynamics via Noradrenergic Neuromodulation	19
The Use of Reduced Models to Generate Irregular, Broad-Band Signals That Resemble Brain Rhythms	19
Patient-specific approach using data fusion and adversarial training for epileptic seizure prediction	19
Ayu-Characterization of healthy aging from neuroimaging data with deep learning and rsfMRI	18
Dynamic PET Imaging Using Dual Texture Features	18
Neuro-environmental interactions: a time sensitive matter	18
A Dynamic Efficient Sensory Encoding Approach to Adaptive Tuning in Neural Models of Optic Flow Processing	17
Corrigendum: Decoding neuropathic pain: Can we predict fluctuations of propagation speed in stimulated peripheral nerve?	17
Editorial: The new frontier in brain network physiology: from temporal dynamics to the principles of integration in physiological brain networks	17
Multimodal sleep staging network based on obstructive sleep apnea	16
Heart disease detection based on internet of things data using linear quadratic discriminant analysis and a deep graph convolutional neural network	16
Multiscale modeling of neuronal dynamics in hippocampus CA1	16
Extracting Dynamical Understanding From Neural-Mass Models of Mouse Cortex	16
Hybrid deep spatial and statistical feature fusion for accurate MRI brain tumor classification	16
Understanding the Impact of Neural Variations and Random Connections on Inference	16
Editorial: Decoding novel therapeutic targets, biomarkers, and drug development strategies against neurodegenerative disorders—A multi-omics approach	16
Reservoir based spiking models for univariate Time Series Classification	16
Editorial: Psychological and cognitive evaluation and intervention based on physiological and behavioral computing	15
Perineuronal nets restrict transport near the neuron surface: A coarse-grained molecular dynamics study	15
The effect of hearing impairment and social participation on depressive symptoms in older adults: a cross-lagged analysis	15
Short-Term Plasticity Regulates Both Divisive Normalization and Adaptive Responses in Drosophila Olfactory System	15
Model Reduction Captures Stochastic Gamma Oscillations on Low-Dimensional Manifolds	14
The decoupling between hemodynamic parameters and neural activity implies a complex origin of spontaneous brain oscillations	14
Emergent Dynamics and Spatio Temporal Patterns on Multiplex Neuronal Networks	14
Spatio-Temporally Efficient Coding Assigns Functions to Hierarchical Structures of the Visual System	14
Insertion Guidance Based on Impedance Measurements of a Cochlear Electrode Array	14
Exploring Parameter and Hyper-Parameter Spaces of Neuroscience Models on High Performance Computers With Learning to Learn	13
Smoking behavior detection algorithm based on YOLOv8-MNC	13
Editorial: Recent advances in EEG (non-invasive) based BCI applications	13
Brain-inspired Predictive Coding Improves the Performance of Machine Challenging Tasks	13
Towards best practice of interpreting deep learning models for EEG-based brain computer interfaces	13
iSeizdiag: toward the framework development of epileptic seizure detection for healthcare	12
Ensemble deep learning for brain tumor detection	12
Deep learning for detecting prenatal alcohol exposure in pediatric brain MRI: a transfer learning approach with explainability insights	12
Decoding the application of deep learning in neuroscience: a bibliometric analysis	12
Flexible intentions: An Active Inference theory	11
A novel associative memory model based on semi-tensor product (STP)	11
Feedback stabilization of probabilistic finite state machines based on deep Q-network	11
A Network Architecture for Bidirectional Neurovascular Coupling in Rat Whisker Barrel Cortex	11
Improving imbalance classification via ensemble learning based on two-stage learning	11
Editorial: Understanding and bridging the gap between neuromorphic computing and machine learning, volume II	11
Does Your Loved One With Cognitive Symptoms Need to See a Doctor? Check It Online	11
LGNN: a novel linear graph neural network algorithm	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
End-to-end model-based trajectory prediction for ro-ro ship route using dual-attention mechanism	10
On the similarities of representations in artificial and brain neural networks for speech recognition	10
Motion feature extraction using magnocellular-inspired spiking neural networks for drone detection	10
Neuronal and behavioral affective perceptions of human and naturalness-reduced emotional prosodies	10

Reinforcement Learning Model With Dynamic State Space Tested on Target Search Tasks for Monkeys: Extension to Learning Task Events	10
Nonlinear analysis of neuronal firing modulated by sinusoidal stimulation at axons in rat hippocampus	10
Single channel approach for filtering electroencephalographic signals strongly contaminated with facial electromyography	10
A spatial map: a propitious choice for constraining the binding problem	9
Spike-HAR++: an energy-efficient and lightweight parallel spiking transformer for event-based human action recognition	9
Impact of DC-Coupled Electrophysiological Recordings for Translational Neuroscience: Case Study of Tracking Neural Dynamics in Rodent Models of Seizures	9
Degeneracy and stability in neural circuits of dopamine and serotonin neuromodulators: A theoretical consideration	9
Reinforcement Learning for Central Pattern Generation in Dynamical Recurrent Neural Networks	9
Regulation of sharp wave-ripples by cholecystokinin-expressing interneurons and parvalbumin-expressing basket cells in the hippocampal CA3 region	9
Editorial: Neuro-inspired sensing and computing: Novel materials, devices, and systems	9
Clustering and disease subtyping in Neuroscience, toward better methodological adaptations	8
Information bottleneck-based Hebbian learning rule naturally ties working memory and synaptic updates	8
Emergence of Lie Symmetries in Functional Architectures Learned by CNNs	8
Kohonen neural network and symbiotic-organism search algorithm for intrusion detection of network viruses	8
The significance of cerebellar contributions in early-life through aging	8
Dynamics of a model for the degradation mechanism of aggregated α-synuclein in Parkinson's disease	8
A machine learning approach to evaluate the impact of virtual balance/cognitive training on fall risk in older women	8
Controlling Alzheimer’s Disease Through the Deep Brain Stimulation to Thalamic Relay Cells	8
HTsort: Enabling Fast and Accurate Spike Sorting on Multi-Electrode Arrays	8
Leveraging conscious and nonconscious learning for efficient AI	8
Network Model With Reduced Metabolic Rate Predicts Spatial Synchrony of Neuronal Activity	8
Unification of free energy minimization, spatiotemporal energy, and dimension reduction models of V1 organization: Postnatal learning on an antenatal scaffold	8
Explaining Orientation Adaptation in V1 by Updating the State of a Spatial Model	8
Improving Between-Group Effect Size for Multi-Site Functional Connectivity Data via Site-Wise De-Meaning	8
Feature separation and adversarial training for the patient-independent detection of epileptic seizures	8
An Approach for Stabilizing Abnormal Neural Activity in ADHD Using Chaotic Resonance	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
Method for persistent topological features extraction of schizophrenia patients’ electroencephalography signal based on persistent homology	7
Single-Trial MEG Data Can Be Denoised Through Cross-Subject Predictive Modeling	7
Positional multi-length and mutual-attention network for epileptic seizure classification	7
Learning delays through gradients and structure: emergence of spatiotemporal patterns in spiking neural networks	7
Editorial: Computer vision and image synthesis for neurological applications	7
Mean-field based framework for forward modeling of LFP and MEG signals	7
Prestimulus α/β power in temporal-order judgments: individuals differ in direction of modulation but show consistency over auditory and visual tasks	7
U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis	7
Latent dynamics of primary sensory cortical population activity structured by fluctuations in the local field potential	7
A neural learning approach for simultaneous object detection and grasp detection in cluttered scenes	7
A Model of Pattern Separation by Single Neurons	7
Interpreting the decisions of CNNs via influence functions	7
Book review: Electrical fields and the experienced life	7
The Data Efficiency of Deep Learning Is Degraded by Unnecessary Input Dimensions	7
Computing the partition dimension of certain families of Toeplitz graph	7
An interpretable approach for automatic aesthetic assessment of remote sensing images	7
Complexity-based graph convolutional neural network for epilepsy diagnosis in normal, acute, and chronic stages	7
Addressing skepticism of the critical brain hypothesis	7
Role of Lateral Inhibition on Visual Number Sense	6
Multi-sequence generative adversarial network: better generation for enhanced magnetic resonance imaging images	6
Unified theory of alpha, mu, and tau rhythms via eigenmodes of brain activity	6
A computational classification method of breast cancer images using the VGGNet model	6
The synaptic correlates of serial position effects in sequential working memory	6
Noise-tuned bursting in a Hedgehog burster	6
Cross-site scripting attack detection based on a modified convolution neural network	6
Distinctive properties of biological neural networks and recent advances in bottom-up approaches toward a better biologically plausible neural network	6
Mind Causality: A Computational Neuroscience Approach	6
Conventional machine learning and deep learning in Alzheimer's disease diagnosis using neuroimaging: A review	6
A neuro-inspired computational model of life-long learning and catastrophic interference, mimicking hippocampus novelty-based dopamine modulation and lateral inhibitory plasticity	6
Developing a hippocampal neural prosthetic to facilitate human memory encoding and recall of stimulus features and categories	6
Biases in BCI experiments: Do we really need to balance stimulus properties across categories?	6
Hyperscanning fNIRS data analysis using multiregression dynamic models: an illustration in a violin duo	6
Quantifying network behavior in the rat prefrontal cortex	6
A combinatorial deep learning method for Alzheimer’s disease classification-based merging pretrained networks	6
Analytic Model for Feature Maps in the Primary Visual Cortex	6
The connectivity degree controls the difficulty in reservoir design of random boolean networks	6
Editorial: Inter- and Intra-subject Variability in Brain Imaging and Decoding	5
Erratum: Covariance properties under natural image transformations for the generalised Gaussian derivative model for visual receptive fields	5
Analysis of abnormal posture in patients with Parkinson's disease using a computational model considering muscle tones	5
BrainNet: an automated approach for brain stress prediction utilizing electrodermal activity signal with XLNet model	5
Classification of dry and wet macular degeneration based on the ConvNeXT model	5
Automated karyogram analysis for early detection of genetic and neurodegenerative disorders: a hybrid machine learning approach	5
Gated Recurrent Units Viewed Through the Lens of Continuous Time Dynamical Systems	5
Editorial: Advances in computer science and their impact on data acquisition and analysis in neuroscience	5
Neurocomputational mechanisms underlying perception and sentience in the neocortex	5
An efficient approach for textual data classification using deep learning	5
Machine learning identifies genes linked to neurological disorders induced by equine encephalitis viruses, traumatic brain injuries, and organophosphorus nerve agents	5
Interpretable machine learning for precision cognitive aging	5
Editorial: Modeling brain function at the level of neurons and circuits via computational and data-driven approaches	5
Integrated world modeling theory expanded: Implications for the future of consciousness	5
Corrigendum: An initial prediction and fine-tuning model based on improving GCN for 3D human motion prediction	5
Editorial: Computational modeling and machine learning methods in neurodevelopment and neurodegeneration: from basic research to clinical applications	5

Response of a neuronal network computational model to infrared neural stimulation	5
A new method for identifying and evaluating depressive disorders in young people based on cognitive neurocomputing: an exploratory study	5
An N400 identification method based on the combination of Soft-DTW and transformer	5
Controlling neocortical epileptic seizures using forced temporal spike-time stimulation: an in silico computational study	5
Skeleton-based motion prediction: A survey	5
Simplified two-compartment neuron with calcium dynamics capturing brain-state specific apical-amplification, -isolation and -drive	5
Dynamics and Information Import in Recurrent Neural Networks	5
Deep attention super-resolution of brain magnetic resonance images acquired under clinical protocols	5
Symmetry-Based Representations for Artificial and Biological General Intelligence	5
Simulating combined monoaminergic depletions in a PD animal model through a bio-constrained differential equations system	5
Novel deep learning framework for detection of epileptic seizures using EEG signals	5
Exploring the neural basis of creativity: EEG analysis of power spectrum and functional connectivity during creative tasks in school-aged children	5
Synaptic plasticity facilitates oscillations in a V1 cortical column model with multiple interneuron types	5
Facial emotion recognition using deep quantum and advanced transfer learning mechanism	5
Maximal Dependence Capturing as a Principle of Sensory Processing	5
Research on the spatial layout optimization strategy of Huaihe Road Commercial Block in Hefei city based on space syntax theory	5
Monitoring and Evaluation of Emotion Regulation by Aerobic Exercise and Motor Imagery Based on Functional Near-Infrared Spectroscopy	5
Modeling the tonotopic map using a two-dimensional array of neural oscillators	5
Locomotor Pattern and Force Generation Modulated by Ionic Channels: A Computational Study of Spinal Networks Underlying Locomotion	5
A Study of English Learning Vocabulary Detection Based on Image Semantic Segmentation Fusion Network	5
Deep learning for automatic segmentation of vestibular schwannoma: a retrospective study from multi-center routine MRI	5