| 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 |
| HappyFeat -- An interactive and efficient BCI framework for clinical applications | Oct 4, 2023 | Brain Computer Interfacefeature selection | 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 |
| 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 |
| Data-Driven Network Neuroscience: On Data Collection and Benchmark | Nov 11, 2022 | Functional Connectivity | CodeCode Available | 1 |
| Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer | Jun 4, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck | May 7, 2022 | DiagnosticFunctional Connectivity | CodeCode Available | 1 |
| Statistical Perspective on Functional and Causal Neural Connectomics: The Time-Aware PC Algorithm | Apr 11, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Contrastive Graph Learning for Population-based fMRI Classification | Mar 26, 2022 | ClassificationFunctional Connectivity | CodeCode Available | 1 |
| Motion Correction and Volumetric Reconstruction for Fetal Functional Magnetic Resonance Imaging Data | Feb 11, 2022 | Functional ConnectivityL2 Regularization | CodeCode Available | 1 |
| Functional connectivity ensemble method to enhance BCI performance (FUCONE) | Nov 4, 2021 | Brain Computer InterfaceDiversity | CodeCode Available | 1 |
| Improving Phenotype Prediction using Long-Range Spatio-Temporal Dynamics of Functional Connectivity | Sep 7, 2021 | Action RecognitionFunctional Connectivity | 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 |
| Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention | May 27, 2021 | Functional 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 |
| Fader Networks for domain adaptation on fMRI: ABIDE-II study | Oct 14, 2020 | Domain AdaptationFunctional Connectivity | 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 |
| 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 |
| Spatio-Temporal Graph Convolution for Resting-State fMRI Analysis | Mar 24, 2020 | Functional ConnectivityTime Series | CodeCode Available | 1 |
| Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity Analysis | Jan 10, 2020 | Functional ConnectivityGeneral Classification | CodeCode Available | 1 |
| A Linear Generative Framework for Structure-Function Coupling in the Human Brain | Jul 8, 2025 | Functional Connectivity | —Unverified | 0 |
| Functional Architecture of the Human Hypothalamus: Cortical Coupling and Subregional Organization Using 7-Tesla fMRI | Jun 6, 2025 | Functional Connectivity | —Unverified | 0 |
| Probing Neural Topology of Large Language Models | Jun 1, 2025 | Functional ConnectivityGraph Matching | CodeCode Available | 0 |
| Weak but influential: Nonlinear contributions of structural connectivity to human cognitive abilities and brain functions | May 30, 2025 | Functional Connectivity | —Unverified | 0 |
| Dual-Task Graph Neural Network for Joint Seizure Onset Zone Localization and Outcome Prediction using Stereo EEG | May 29, 2025 | EEGFeature Importance | —Unverified | 0 |
| Physics-Guided Multi-View Graph Neural Network for Schizophrenia Classification via Structural-Functional Coupling | May 21, 2025 | Functional ConnectivityGraph Neural Network | —Unverified | 0 |
| Riemannian Flow Matching for Brain Connectivity Matrices via Pullback Geometry | May 20, 2025 | EEGFunctional Connectivity | —Unverified | 0 |
| Learning High-Order Relationships with Hypergraph Attention-based Spatio-Temporal Aggregation for Brain Disease Analysis | May 17, 2025 | Functional Connectivity | —Unverified | 0 |
| The classification of Alzheimer's disease and mild cognitive impairment improved by dynamic functional network analysis | May 6, 2025 | Functional Connectivity | —Unverified | 0 |
| Frequency Feature Fusion Graph Network For Depression Diagnosis Via fNIRS | Apr 29, 2025 | DiagnosticFunctional Connectivity | —Unverified | 0 |
| Edge-boosted graph learning for functional brain connectivity analysis | Apr 21, 2025 | Functional ConnectivityGraph Learning | —Unverified | 0 |
| Learning Higher-Order Interactions in Brain Networks via Topological Signal Processing | Apr 10, 2025 | Functional Connectivity | —Unverified | 0 |
| Resting State Functional Connectivity Patterns Associate with Alcohol Use Disorder Characteristics: Insights from the Triple Network Model | Apr 8, 2025 | Functional Connectivity | —Unverified | 0 |
| Brain Age Group Classification Based on Resting State Functional Connectivity Metrics | Mar 27, 2025 | ClusteringFunctional Connectivity | —Unverified | 0 |
| Core-Periphery Principle Guided State Space Model for Functional Connectome Classification | Mar 18, 2025 | Functional ConnectivityMamba | —Unverified | 0 |
| MultiCo3D: Multi-Label Voxel Contrast for One-Shot Incremental Segmentation of 3D Neuroimages | Mar 9, 2025 | Class-Incremental Semantic SegmentationFunctional Connectivity | —Unverified | 0 |
| TReND: Transformer derived features and Regularized NMF for neonatal functional network Delineation | Mar 4, 2025 | Functional Connectivity | —Unverified | 0 |
| Foundation-Model-Boosted Multimodal Learning for fMRI-based Neuropathic Pain Drug Response Prediction | Feb 28, 2025 | Drug Response PredictionFunctional Connectivity | CodeCode Available | 0 |
| NeuroTree: Hierarchical Functional Brain Pathway Decoding for Mental Health Disorders | Feb 26, 2025 | Functional Connectivity | —Unverified | 0 |
| Lattice-Based Pruning in Recurrent Neural Networks via Poset Modeling | Feb 23, 2025 | Functional Connectivity | —Unverified | 0 |
| Beyond Performance Scores: Directed Functional Connectivity as a Brain-Based Biomarker for Motor Skill Learning and Retention | Feb 20, 2025 | EEGFunctional Connectivity | —Unverified | 0 |
| Dynamic directed functional connectivity as a neural biomarker for objective motor skill assessment | Feb 19, 2025 | EEGFunctional Connectivity | —Unverified | 0 |
| Topological Time Frequency Analysis of Functional Brain Signals | Feb 9, 2025 | Functional Connectivity | —Unverified | 0 |
| Graph Contrastive Learning for Connectome Classification | Feb 7, 2025 | ClassificationContrastive Learning | CodeCode Available | 0 |
| A Privacy-Preserving Domain Adversarial Federated learning for multi-site brain functional connectivity analysis | Feb 3, 2025 | Contrastive LearningDisentanglement | —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 |
| Classification of Mild Cognitive Impairment Based on Dynamic Functional Connectivity Using Spatio-Temporal Transformer | Jan 27, 2025 | Contrastive LearningFunctional Connectivity | —Unverified | 0 |
| Bidirectional Brain Image Translation using Transfer Learning from Generic Pre-trained Models | Jan 21, 2025 | AnatomyComputed Tomography (CT) | —Unverified | 0 |