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
Recurrent Excitatory Feedback From Mossy Cells Enhances Sparsity and Pattern Separation in the Dentate Gyrus via Indirect Feedback Inhibition	40
Reinforced liquid state machines—new training strategies for spiking neural networks based on reinforcements	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
Editorial: The new frontier in brain network physiology: from temporal dynamics to the principles of integration in physiological brain networks	17
Neuro-environmental interactions: a time sensitive matter	17
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
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
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
Multiscale modeling of neuronal dynamics in hippocampus CA1	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
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
Ensemble deep learning for brain tumor detection	11
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
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
Information bottleneck-based Hebbian learning rule naturally ties working memory and synaptic updates	9
Reinforcement Learning for Central Pattern Generation in Dynamical Recurrent Neural Networks	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
Explaining Orientation Adaptation in V1 by Updating the State of a Spatial Model	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
Spike-HAR++: an energy-efficient and lightweight parallel spiking transformer for event-based human action recognition	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
Degeneracy and stability in neural circuits of dopamine and serotonin neuromodulators: A theoretical consideration	9
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
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
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
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
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
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