| MHNet: Multi-view High-order Network for Diagnosing Neurodevelopmental Disorders Using Resting-state fMRI | Jul 3, 2024 | Functional ConnectivityGraph Neural Network | CodeCode Available | 2 |
| Modular Boundaries in Recurrent Neural Networks | Oct 31, 2023 | Community DetectionDimensionality Reduction | CodeCode Available | 2 |
| BrainGB: A Benchmark for Brain Network Analysis with Graph Neural Networks | Mar 17, 2022 | Functional Connectivity | CodeCode Available | 2 |
| Fader Networks for domain adaptation on fMRI: ABIDE-II study | Oct 14, 2020 | Domain AdaptationFunctional Connectivity | CodeCode Available | 1 |
| Functional connectivity ensemble method to enhance BCI performance (FUCONE) | Nov 4, 2021 | Brain Computer InterfaceDiversity | CodeCode Available | 1 |
| From Connectomic to Task-evoked Fingerprints: Individualized Prediction of Task Contrasts from Resting-state Functional Connectivity | Aug 7, 2020 | BIG-bench Machine LearningFunctional Connectivity | CodeCode Available | 1 |
| Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention | May 27, 2021 | Functional Connectivity | CodeCode Available | 1 |
| Improving Phenotype Prediction using Long-Range Spatio-Temporal Dynamics of Functional Connectivity | Sep 7, 2021 | Action RecognitionFunctional Connectivity | CodeCode Available | 1 |
| Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity Analysis | Jan 10, 2020 | Functional ConnectivityGeneral Classification | CodeCode Available | 1 |
| Spatio-Temporal Graph Convolution for Resting-State fMRI Analysis | Mar 24, 2020 | Functional ConnectivityTime Series | CodeCode Available | 1 |
| An Explainable Geometric-Weighted Graph Attention Network for Identifying Functional Networks Associated with Gait Impairment | Jul 24, 2023 | Functional ConnectivityGraph Attention | CodeCode Available | 1 |
| Contrastive Graph Learning for Population-based fMRI Classification | Mar 26, 2022 | ClassificationFunctional Connectivity | CodeCode Available | 1 |
| CI-GNN: A Granger Causality-Inspired Graph Neural Network for Interpretable Brain Network-Based Psychiatric Diagnosis | Jan 4, 2023 | Functional ConnectivityGraph Neural Network | CodeCode Available | 1 |
| BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck | May 7, 2022 | DiagnosticFunctional Connectivity | CodeCode Available | 1 |
| EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Graph Convolutional Neural Network | Nov 17, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Data-Driven Network Neuroscience: On Data Collection and Benchmark | Nov 11, 2022 | Functional Connectivity | CodeCode Available | 1 |
| From Connectomic to Task-evoked Fingerprints: Individualized Prediction of Task Contrasts fromResting-state Functional Connectivity | Aug 7, 2020 | BIG-bench Machine LearningFunctional Connectivity | CodeCode Available | 1 |
| HappyFeat -- An interactive and efficient BCI framework for clinical applications | Oct 4, 2023 | Brain Computer Interfacefeature selection | CodeCode Available | 1 |
| Motion Correction and Volumetric Reconstruction for Fetal Functional Magnetic Resonance Imaging Data | Feb 11, 2022 | Functional ConnectivityL2 Regularization | CodeCode Available | 1 |
| Statistical Perspective on Functional and Causal Neural Connectomics: The Time-Aware PC Algorithm | Apr 11, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer | Jun 4, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification | Sep 4, 2021 | ClassificationDomain Generalization | CodeCode Available | 1 |
| Brain-Aware Readout Layers in GNNs: Advancing Alzheimer's early Detection and Neuroimaging | Oct 3, 2024 | Functional Connectivity | —Unverified | 0 |
| A causal inference approach of monosynapses from spike trains | May 5, 2024 | Causal InferenceFunctional Connectivity | —Unverified | 0 |
| Brain Connectivity Features-based Age Group Classification using Temporal Asynchrony Audio-Visual Integration Task | Apr 13, 2023 | EEGFunctional Connectivity | —Unverified | 0 |
| Adaptive Gated Graph Convolutional Network for Explainable Diagnosis of Alzheimer's Disease using EEG Data | Apr 12, 2023 | EEGFunctional Connectivity | —Unverified | 0 |
| A Multi-Task Deep Learning Framework to Localize the Eloquent Cortex in Brain Tumor Patients Using Dynamic Functional Connectivity | Nov 17, 2020 | Functional ConnectivityMulti-Task Learning | —Unverified | 0 |
| Analysis of BOLD fMRI Signal Preprocessing Pipeline on Different Datasets while Reducing False Positive Rates | Dec 27, 2017 | Functional Connectivity | —Unverified | 0 |
| Brain Age Prediction Based on Resting-State Functional Connectivity Patterns Using Convolutional Neural Networks | Jan 11, 2018 | Deep LearningFunctional Connectivity | —Unverified | 0 |
| An Electroencephalography connectome predictive model of major depressive disorder severity | Aug 25, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| A Manifold Regularized Multi-Task Learning Model for IQ Prediction from Multiple fMRI Paradigms | Jan 17, 2019 | Functional ConnectivityMulti-Task Learning | —Unverified | 0 |
| Bispectrum-based Cross-frequency Functional Connectivity: Classification of Alzheimer's disease | Jun 10, 2022 | ClassificationEEG | —Unverified | 0 |
| Alternating Diffusion Map Based Fusion of Multimodal Brain Connectivity Networks for IQ Prediction | Oct 30, 2018 | Dimensionality ReductionFunctional Connectivity | —Unverified | 0 |
| A Linear Generative Framework for Structure-Function Coupling in the Human Brain | Jul 8, 2025 | Functional Connectivity | —Unverified | 0 |
| 4D iterative reconstruction of brain fMRI in the moving fetus | Nov 22, 2021 | Functional ConnectivityTime Series | —Unverified | 0 |
| Brain Age Group Classification Based on Resting State Functional Connectivity Metrics | Mar 27, 2025 | ClusteringFunctional Connectivity | —Unverified | 0 |
| Brain Cortical Functional Gradients Predict Cortical Folding Patterns via Attention Mesh Convolution | May 21, 2022 | AnatomyFunctional Connectivity | —Unverified | 0 |
| A Comparative Study of Conventional and Tripolar EEG for High-Performance Reach-to-Grasp BCI Systems | Jan 31, 2024 | EEGFunctional Connectivity | —Unverified | 0 |
| A Learnable Counter-condition Analysis Framework for Functional Connectivity-based Neurological Disorder Diagnosis | Oct 6, 2023 | DiagnosticExplainable Models | —Unverified | 0 |
| A biophysical network model reveals the link between deficient inhibitory cognitive control and major neurotransmitter and neural connectivity hypotheses in schizophrenia | Jul 20, 2021 | Functional Connectivity | —Unverified | 0 |
| A Privacy-Preserving Domain Adversarial Federated learning for multi-site brain functional connectivity analysis | Feb 3, 2025 | Contrastive LearningDisentanglement | —Unverified | 0 |
| A Prior Guided Adversarial Representation Learning and Hypergraph Perceptual Network for Predicting Abnormal Connections of Alzheimer's Disease | Oct 12, 2021 | DiagnosticFunctional Connectivity | —Unverified | 0 |
| Architectural configurations, atlas granularity and functional connectivity with diagnostic value in Autism Spectrum Disorder | Nov 25, 2019 | DiagnosticFeature Importance | —Unverified | 0 |
| A Resonance Model for Spontaneous Cortical Activity | Aug 31, 2022 | Functional Connectivitymodel | —Unverified | 0 |
| A Lesion-aware Edge-based Graph Neural Network for Predicting Language Ability in Patients with Post-stroke Aphasia | Sep 3, 2024 | Functional ConnectivityGraph Neural Network | —Unverified | 0 |
| Assessing Functional Neural Connectivity as an Indicator of Cognitive Performance | Jul 29, 2016 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| A structurally informed model for modulating functional connectivity | Aug 24, 2022 | Functional Connectivitymodel | —Unverified | 0 |
| A study of resting-state EEG biomarkers for depression recognition | Feb 23, 2020 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Attend to connect: end-to-end brain functional connectivity estimation | Mar 8, 2021 | Connectivity EstimationFunctional Connectivity | —Unverified | 0 |
| A Hodge-FAST Framework for High-Resolution Dynamic Functional Connectivity Analysis of Higher Order Interactions in EEG Signals | Feb 1, 2025 | Computational EfficiencyEEG | —Unverified | 0 |