Graphical Models

LightEA: A Scalable, Robust, and Interpretable Entity Alignment Framework via Three-view Label Propagation EMNLP 2022 Model inclusion lattice of coloured Gaussian graphical models for paired data PGM 2022 Modeling Task Interactions in Document-Level Joint Entity and Relation Extraction NAACL 2022 Neural graphical modelling in continuous-time: consistency guarantees and algorithms ICLR 2022 Neural Window Fully-Connected CRFs for Monocular Depth Estimation CVPR 2022 Nonparametric Neighborhood Selection in Graphical Models JMLR 2022 Online Updating of Conditional Linear Gaussian Bayesian Networks PGM 2022 Parameterized Completeness Results for Bayesian Inference PGM 2022 Reconstructing Diffusion Networks from Incomplete Data IJCAI 2022 Reconstruction on Trees and Low-Degree Polynomials NeurIPS 2022 Recoverability Landscape of Tree Structured Markov Random Fields under Symmetric Noise AISTATS 2022 Relational Neural Markov Random Fields AISTATS 2022 Robust Estimation of Laplacian Constrained Gaussian Graphical Models with Trimmed Non-convex Regularization PGM 2022 Scalable Bayesian Network Structure Learning with Splines PGM 2022 Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures inside Arguments COLING 2022 Sparse Non-Local CRF CVPR 2022 Structure learning algorithms for multidimensional continuous-time Bayesian network classifiers PGM 2022 Structure Learning for Directed Trees JMLR 2022 Thinned random measures for sparse graphs with overlapping communities NeurIPS 2022 Towards Federated Bayesian Network Structure Learning with Continuous Optimization AISTATS 2022 Two-way Sparse Network Inference for Count Data AISTATS 2022 Unsupervised Cross-Lingual Transfer of Structured Predictors without Source Data NAACL 2022 Using Active Queries to Infer Symmetric Node Functions of Graph Dynamical Systems JMLR 2022 Using Mixed-Effects Models to Learn Bayesian Networks from Related Data Sets PGM 2022 You Only Derive Once (YODO): Automatic Differentiation for Efficient Sensitivity Analysis in Bayesian Networks PGM 2022