functional connectivity

A comprehensive benchmark of graph neural networks, graph kernels, and classical machine learning approaches on rs-fMRI brain graphs MIDL 2026 BrainATCL: Adaptive Temporal Brain Connectivity Learning for Functional Link Prediction and Age Estimation MIDL 2026 Continual Learning for fMRI-Based Brain Disorder Diagnosis via Functional Connectivity Matrices Generative Replay CVPR 2026 DCHO: A Decomposition–Composition Framework for Predicting Higher-Order Brain Connectivity to Enhance Diverse Downstream Applications AAAI 2026 HyperDiag: Temporal–Regional Hypergraph Learning via Topology-Enhanced State Propagation for Brain Disease Diagnosis AAAI 2026 A Novel GNN Framework Integrating Neuroimaging and Behavioral Information to Understand Adolescent Psychiatric Disorders MIDL 2025 BrainMAP: Learning Multiple Activation Pathways in Brain Networks AAAI 2025 Community-Aware Graph Transformer for Brain Disorder Identification IJCAI 2025 Functional Connectivity and Hilbert-Based Features for Covert Speech EEG Variability Analysis and Classification Interspeech 2025 Improving brain disorder diagnosis with advanced brain function representation and Kolmogorov-Arnold Networks MIDL 2025 KnowMDD: Knowledge-guided Cross Contrastive Learning for Major Depressive Disorder Diagnosis IJCAI 2025 SCNNs: Spike-based Coupling Neural Networks for Understanding Structural-Functional Relationships in the Human Brain IJCAI 2025 STNAGNN: Data-driven Spatio-temporal Brain Connectivity beyond FC MIDL 2025 NeuroPath: A Neural Pathway Transformer for Joining the Dots of Human Connectomes NeurIPS 2024 A Local-Ascending-Global Learning Strategy for Brain-Computer Interface AAAI 2024 Graph Neural Networks for Brain Graph Learning: A Survey IJCAI 2024 Learning dynamic representations of the functional connectome in neurobiological networks ICLR 2024 One-hot Generalized Linear Model for Switching Brain State Discovery ICLR 2024 Unsupervised Representation Learning of Brain Activity via Bridging Voxel Activity and Functional Connectivity ICML 2024 Data-Driven Network Neuroscience: On Data Collection and Benchmark NeurIPS 2023 NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics NeurIPS 2023 RH-BrainFS: Regional Heterogeneous Multimodal Brain Networks Fusion Strategy NeurIPS 2023 Brain Network Transformer NeurIPS 2022 Efficient Inference of Flexible Interaction in Spiking-neuron Networks ICLR 2021 Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention NeurIPS 2021