Graphical Models

A Transformational Characterization of Unconditionally Equivalent Bayesian Networks PGM 2022 A Variational Edge Partition Model for Supervised Graph Representation Learning NeurIPS 2022 Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport EMNLP 2022 CARE: Causality Reasoning for Empathetic Responses by Conditional Graph Generation EMNLP 2022 Causal Inference with Non-IID Data using Linear Graphical Models NeurIPS 2022 Convergence of Feedback Arc Set-Based Heuristics for Linear Structural Equation Models PGM 2022 Differentially Describing Groups of Graphs AAAI 2022 Direct parsing to sentiment graphs ACL 2022 Distributionally Robust Structure Learning for Discrete Pairwise Markov Networks AISTATS 2022 Efficient Neural Causal Discovery without Acyclicity Constraints ICLR 2022 EiGLasso for Scalable Sparse Kronecker-Sum Inverse Covariance Estimation JMLR 2022 EM’s Convergence in Gaussian Latent Tree Models COLT 2022 Estimating graphical models for count data with applications to single-cell gene network NeurIPS 2022 FuDGE: A Method to Estimate a Functional Differential Graph in a High-Dimensional Setting JMLR 2022 Graphical Representations for Algebraic Constraints of Linear Structural Equations Models PGM 2022 Highly Efficient Structural Learning of Sparse Staged Trees PGM 2022 Identifiability of Linear AMP Chain Graph Models AAAI 2022 Iterative Structural Inference of Directed Graphs NeurIPS 2022 Joint Estimation and Inference for Data Integration Problems based on Multiple Multi-layered Gaussian Graphical Models JMLR 2022 Joint Extraction of Entities, Relations, and Events via Modeling Inter-Instance and Inter-Label Dependencies NAACL 2022 Joint Inference of Multiple Graphs from Matrix Polynomials JMLR 2022 Learning Graph Regularisation for Guided Super-Resolution CVPR 2022 Learning Large DAGs by Combining Continuous Optimization and Feedback Arc Set Heuristics AAAI 2022 Learning Sparse Fixed-Structure Gaussian Bayesian Networks AISTATS 2022 Learning the Structure of Large Networked Systems Obeying Conservation Laws NeurIPS 2022