Graphical Models

VEC-SBM: Optimal Community Detection with Vectorial Edges Covariates AISTATS 2024 What Is Missing For Graph Homophily? Disentangling Graph Homophily For Graph Neural Networks NeurIPS 2024 Who Wrote When? Author Diarization in Social Media Discussions EMNLP 2024 Active Learning based Structural Inference ICML 2023 Adaptive Estimation of Graphical Models under Total Positivity ICML 2023 Addressing NER Annotation Noises with Uncertainty-Guided Tree-Structured CRFs EMNLP 2023 An Annotated Graph Model with Differential Degree Heterogeneity for Directed Networks JMLR 2023 Autoregressive Networks JMLR 2023 Bayesian Federated Neural Matching That Completes Full Information AAAI 2023 Combating Bilateral Edge Noise for Robust Link Prediction NeurIPS 2023 Combining Graphical and Algebraic Approaches for Parameter Identification in Latent Variable Structural Equation Models AISTATS 2023 Computing Divergences between Discrete Decomposable Models AAAI 2023 Conditional Matrix Flows for Gaussian Graphical Models NeurIPS 2023 Differentiable and Transportable Structure Learning ICML 2023 Electrophysiological Brain Source Imaging via Combinatorial Search with Provable Optimality AAAI 2023 Encoding Domain Knowledge in Multi-view Latent Variable Models: A Bayesian Approach with Structured Sparsity AISTATS 2023 Estimating Geographic Spillover Effects of COVID-19 Policies from Large-Scale Mobility Networks AAAI 2023 Evaluate AMR Graph Similarity via Self-supervised Learning ACL 2023 Exact Inference in High-order Structured Prediction ICML 2023 Explaining Random Forests Using Bipolar Argumentation and Markov Networks AAAI 2023 Generalized Precision Matrix for Scalable Estimation of Nonparametric Markov Networks ICLR 2023 Holistic Prediction on a Time-Evolving Attributed Graph ACL 2023 Inference for a Large Directed Acyclic Graph with Unspecified Interventions JMLR 2023 Learning and Testing Latent-Tree Ising Models Efficiently COLT 2023 Learning Constrained Structured Spaces with Application to Multi-Graph Matching AISTATS 2023