OOIR: Observatory of International Research

Papers

(The TQCC of Frontiers in Computational Neuroscience is 8. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-08-01 to 2026-08-01.)

Article	Citations
Editorial: Symmetry as a guiding principle in artificial and brain neural networks	173
Research on efficient feature extraction: Improving YOLOv5 backbone for facial expression detection in live streaming scenes	131
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	121
NeuroFusionNet: cross-modal modeling from brain activity to visual understanding	96
High precision visual localization method of UAV based on feature matching	74
Predictive coding with spiking neurons and feedforward gist signaling	72
Feature fusion and WOA-GWO optimization for Alzheimer’s disease detection with sparse EEG channels	63
Reinforced liquid state machines—new training strategies for spiking neural networks based on reinforcements	53
Short-term postsynaptic plasticity facilitates predictive tracking in continuous attractors	53
FacialNet: facial emotion recognition for mental health analysis using UNet segmentation with transfer learning model	52
Deep learning-based Alzheimer's disease detection: reproducibility and the effect of modeling choices	49
A novel multi-feature fusion attention neural network for the recognition of epileptic EEG signals	48
Electroencephalogram-based adaptive closed-loop brain-computer interface in neurorehabilitation: a review	47
AI-driven audience clustering in sport media: a human–computer interaction approach using ‘CoPE-DEC’	44
Production of adaptive movement patterns via an insect inspired spiking neural network central pattern generator	38
Neurocognition, cerebellar functions and psychiatric features in spinocerebellar ataxia type 34: a case series	37
Super special relativity	36
Editorial: The embodied brain: computational mechanisms of integrated sensorimotor interactions with a dynamic environment, volume II	34
Online spike-based recognition of digits with ultrafast microlaser neurons	34
The mesoanatomy of the cortex, minimization of free energy, and generative cognition	31
Common characteristics of variants linked to autism spectrum disorder in the WAVE regulatory complex	30
Sudden restructuring of memory representations in recurrent neural networks with repeated stimulus presentations	29
DTCNet: finger flexion decoding with three-dimensional ECoG data	27
Text clustering based on pre-trained models and autoencoders	27
Editorial: Neuromorphic and deep learning paradigms for neural data interpretation and computational neuroscience	26

Toward a computational theory of manifold untangling: from global embedding to local flattening	25
Quantitative prediction of intracellular dynamics and synaptic currents in a small neural circuit	24
A comprehensive neural simulation of slow-wave sleep and highly responsive wakefulness dynamics	23
A nullcline-guided discrete-time map for neurons with subcritical Hopf bifurcation dynamics	23
Neural-network-inspired federated coordination for noise-tolerant distributed optimization in cyber-physical demand-side management	23
Multiscale modeling of neuronal dynamics in hippocampus CA1	21
The cognitive impacts of large language model interactions on problem solving and decision making using EEG analysis	21
Computer vision quantization research on the architectural color of Avenida de Almeida Ribeiro in Macau based on the human eye perspective	21
Editorial: The new frontier in brain network physiology: from temporal dynamics to the principles of integration in physiological brain networks	21
Performance control study of interleaved meltblown non-woven materials based on statistical analysis and predictive modeling	21
Multimodal sleep staging network based on obstructive sleep apnea	21
Editorial: Decoding novel therapeutic targets, biomarkers, and drug development strategies against neurodegenerative disorders—A multi-omics approach	21
Grid cells, border cells, and discrete complex analysis	21
Patient-specific approach using data fusion and adversarial training for epileptic seizure prediction	20
Contralateral dominance emerges from geometric transformation in bilateral control systems	19
SBR-YOLO: context-position attention and adaptive feature fusion for student behavior recognition	19
Ayu-Characterization of healthy aging from neuroimaging data with deep learning and rsfMRI	18
The effect of hearing impairment and social participation on depressive symptoms in older adults: a cross-lagged analysis	18
Corrigendum: Decoding neuropathic pain: Can we predict fluctuations of propagation speed in stimulated peripheral nerve?	18
Neuro-environmental interactions: a time sensitive matter	18
A critical analysis of MBTI-based personality profiling with large language models	18
Editorial: Cerebellar computations across the lifespan	18
Temporal codes and recurrent timing nets for rhythmic expectancy	17
Editorial: Psychological and cognitive evaluation and intervention based on physiological and behavioral computing	17
Heart disease detection based on internet of things data using linear quadratic discriminant analysis and a deep graph convolutional neural network	17
ModFus-PD: synergizing cross-modal attention and contrastive learning for enhanced multimodal diagnosis of Parkinson’s disease	17
Hybrid deep spatial and statistical feature fusion for accurate MRI brain tumor classification	17
Reservoir based spiking models for univariate Time Series Classification	17
Information flow drives localized morphological differences across neuronal and glial cell types	16
iSeizdiag: toward the framework development of epileptic seizure detection for healthcare	16
Perineuronal nets restrict transport near the neuron surface: A coarse-grained molecular dynamics study	16
Population-level neural rejuvenation dynamics in addiction: a computational framework for understanding developmental plasticity reactivation	16
Deep learning for detecting prenatal alcohol exposure in pediatric brain MRI: a transfer learning approach with explainability insights	16
Decoding the application of deep learning in neuroscience: a bibliometric analysis	15
The decoupling between hemodynamic parameters and neural activity implies a complex origin of spontaneous brain oscillations	15
Flexible intentions: An Active Inference theory	15
Smoking behavior detection algorithm based on YOLOv8-MNC	14
Editorial: Recent advances in EEG (non-invasive) based BCI applications	14
Ensemble deep learning for brain tumor detection	14
Brain-inspired Predictive Coding Improves the Performance of Machine Challenging Tasks	14
Towards best practice of interpreting deep learning models for EEG-based brain computer interfaces	14
Towards precision medicine in Tourette syndrome: a perspective on AI-driven predictive modelling and personalised care	14
Neuronal and behavioral affective perceptions of human and naturalness-reduced emotional prosodies	13
Triboelectric nanogenerators for neural data interpretation: bridging multi-sensing interfaces with neuromorphic and deep learning paradigms	13
Feedback stabilization of probabilistic finite state machines based on deep Q-network	13
A computational approach based on weighted gene co-expression network analysis for biomarkers analysis of Parkinson’s disease and construction of diagnostic model	13
A novel associative memory model based on semi-tensor product (STP)	13
Regulation of sharp wave-ripples by cholecystokinin-expressing interneurons and parvalbumin-expressing basket cells in the hippocampal CA3 region	12
Nonlinear analysis of neuronal firing modulated by sinusoidal stimulation at axons in rat hippocampus	12
End-to-end model-based trajectory prediction for ro-ro ship route using dual-attention mechanism	12

MEG state dynamics of sentence generation: evidence for a compensatory segmentation mechanism in healthy aging	12
Motion feature extraction using magnocellular-inspired spiking neural networks for drone detection	12
Editorial: Interdisciplinary synergies in neuroinformatics, cognitive computing, and computational neuroscience	12
On the similarities of representations in artificial and brain neural networks for speech recognition	12
NeuralVisionNet: a probabilistic neural process model for continuous visual anticipation	12
Individualized connectomic tACS immediately improves oscillatory network with language facilitation in post-stroke aphasia: a feasibility study of a dysfunctome-based targeting approach	12
Advancing epileptic seizure recognition through bidirectional LSTM networks	12
Editorial: Understanding and bridging the gap between neuromorphic computing and machine learning, volume II	12
LGNN: a novel linear graph neural network algorithm	12
Improving imbalance classification via ensemble learning based on two-stage learning	12
System-level brain modeling	11
A new method for community-based intelligent screening of early Alzheimer’s disease populations based on digital biomarkers of the writing process	11
Information bottleneck-based Hebbian learning rule naturally ties working memory and synaptic updates	11
Degeneracy and stability in neural circuits of dopamine and serotonin neuromodulators: A theoretical consideration	11
A machine learning approach to evaluate the impact of virtual balance/cognitive training on fall risk in older women	11
Feature separation and adversarial training for the patient-independent detection of epileptic seizures	11
Kohonen neural network and symbiotic-organism search algorithm for intrusion detection of network viruses	11
Editorial: Advancements in neural coding: sensory perception and multiplexed encoding strategies	11
Simplex polynomial in complex networks and its applications to compute the Euler characteristic	11
Clustering and disease subtyping in Neuroscience, toward better methodological adaptations	11
Dynamics of a model for the degradation mechanism of aggregated α-synuclein in Parkinson's disease	11
Editorial: Neuro-inspired sensing and computing: Novel materials, devices, and systems	11
Leveraging conscious and nonconscious learning for efficient AI	11
A spatial map: a propitious choice for constraining the binding problem	11
Addressing skepticism of the critical brain hypothesis	11
CRISP: a correlation-filtered recursive feature elimination and integration of SMOTE pipeline for gait-based Parkinson’s disease screening	11
Using noise to distinguish between system and observer effects in multimodal neuroimaging	10
Interpretable deep learning for functional MRI-based auxiliary diagnosis of major depressive disorder with suicidal ideation	10
The significance of cerebellar contributions in early-life through aging	10
Rehab-DRLX: explainable neurorehabilitation prognosis using deep reinforcement learning and transformer-based models	10
Unification of free energy minimization, spatiotemporal energy, and dimension reduction models of V1 organization: Postnatal learning on an antenatal scaffold	10
Spike-HAR++: an energy-efficient and lightweight parallel spiking transformer for event-based human action recognition	10
Positional multi-length and mutual-attention network for epileptic seizure classification	10
Reductionist modeling of calcium-dependent dynamics in recurrent neural networks	9
Learning delays through gradients and structure: emergence of spatiotemporal patterns in spiking neural networks	9
Complexity-based graph convolutional neural network for epilepsy diagnosis in normal, acute, and chronic stages	9
Interpreting the decisions of CNNs via influence functions	9
An AI methodology to reduce training intensity, error rates, and size of neural networks	9
A neural learning approach for simultaneous object detection and grasp detection in cluttered scenes	9
U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis	9
Simulation of neuroplasticity in a CNN-based in-silico model of neurodegeneration of the visual system	9
Mean-field based framework for forward modeling of LFP and MEG signals	9
Dentate gyrus granule cell activation following extracellular electrical stimulation: a multi-scale computational model to guide hippocampal neurostimulation strategies	9
An interpretable approach for automatic aesthetic assessment of remote sensing images	9
Computing the partition dimension of certain families of Toeplitz graph	9
Latent dynamics of primary sensory cortical population activity structured by fluctuations in the local field potential	9
The neuroscience education readiness checklist for digital tools and methods	9
Wave turbulence and cortical dynamics	9
Method for persistent topological features extraction of schizophrenia patients’ electroencephalography signal based on persistent homology	9
Book review: Electrical fields and the experienced life	9
Motor cortex outputs evoked by long-duration microstimulation encode synergistic muscle activation patterns not controlled movement trajectories	9
Unified theory of alpha, mu, and tau rhythms via eigenmodes of brain activity	8
Editorial: Computer vision and image synthesis for neurological applications	8
Cross-subject mapping of neural activity with restricted Boltzmann machines	8
Quantifying network behavior in the rat prefrontal cortex	8
Cross-site scripting attack detection based on a modified convolution neural network	8
Multi-atlas ensemble graph neural network model for major depressive disorder detection using functional MRI data	8
Distinctive properties of biological neural networks and recent advances in bottom-up approaches toward a better biologically plausible neural network	8
Biases in BCI experiments: Do we really need to balance stimulus properties across categories?	8
Hyperscanning fNIRS data analysis using multiregression dynamic models: an illustration in a violin duo	8
The goo that binds us: how field resonance solves neuroscience’s binding and criticality problems	8
Multi-sequence generative adversarial network: better generation for enhanced magnetic resonance imaging images	8
Conventional machine learning and deep learning in Alzheimer's disease diagnosis using neuroimaging: A review	8
Classification of dry and wet macular degeneration based on the ConvNeXT model	8
Prestimulus α/β power in temporal-order judgments: individuals differ in direction of modulation but show consistency over auditory and visual tasks	8
Binarized neural networks converge toward algorithmic simplicity: empirical support for the learning-as-compression hypothesis	8
A computational classification method of breast cancer images using the VGGNet model	8
A combinatorial deep learning method for Alzheimer’s disease classification-based merging pretrained networks	8
Analysis of abnormal posture in patients with Parkinson's disease using a computational model considering muscle tones	8
A new method for identifying and evaluating depressive disorders in young people based on cognitive neurocomputing: an exploratory study	8