brain connectivity

IEBGL:An Interpretability-Enhanced Brain Graph Learning Framework with LLM-Instructed Topology and Literature-Augmented Semantics CVPR 2026 AGM-TE: Approximate Generative Model Estimator of Transfer Entropy for Causal Discovery CLeaR 2025 Exponential Family Graphical Models: Correlated Replicates and Unmeasured Confounders, with Applications to fMRI Data JMLR 2025 Spectral Differential Network Analysis for High-Dimensional Time Series AISTATS 2025 NeuroPath: A Neural Pathway Transformer for Joining the Dots of Human Connectomes NeurIPS 2024 A Deep Probabilistic Spatiotemporal Framework for Dynamic Graph Representation Learning with Application to Brain Disorder Identification IJCAI 2024 Auditory Spatial Attention Detection Based on Feature Disentanglement and Brain Connectivity-Informed Graph Neural Networks Interspeech 2024 Extracting the Multiscale Causal Backbone of Brain Dynamics CLeaR 2024 MetaRLEC: Meta-Reinforcement Learning for Discovery of Brain Effective Connectivity AAAI 2024 Modeling state-dependent communication between brain regions with switching nonlinear dynamical systems ICLR 2024 An information-theoretic quantification of the content of communication between brain regions NeurIPS 2023 NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics NeurIPS 2023 FuDGE: A Method to Estimate a Functional Differential Graph in a High-Dimensional Setting JMLR 2022 The Functional LiNGAM PGM 2022 EC-GAN: Inferring Brain Effective Connectivity via Generative Adversarial Networks AAAI 2020 GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification IJCAI 2020 The Sylvester Graphical Lasso (SyGlasso) AISTATS 2020 Direct Estimation of Differential Functional Graphical Models NeurIPS 2019 Modeling Dynamic Functional Connectivity with Latent Factor Gaussian Processes NeurIPS 2019 ReAl-LiFE: Accelerating the Discovery of Individualized Brain Connectomes on GPUs AAAI 2019 Revealing Spatiotemporal Brain Dynamics of Speech Production Based on EEG and Eye Movement Interspeech 2018 Detrended Partial Cross Correlation for Brain Connectivity Analysis NeurIPS 2017 GP CaKe: Effective brain connectivity with causal kernels NeurIPS 2017 Time-dependent spatially varying graphical models, with application to brain fMRI data analysis NeurIPS 2017 Unified representation of tractography and diffusion-weighted MRI data using sparse multidimensional arrays NeurIPS 2017