Graphical Models

Hierarchical Decomposition of Nonlinear Dynamics and Control for System Identification and Policy Distillation L4DC 2020 High-dimensional Gaussian graphical models on network-linked data JMLR 2020 High-Dimensional Inference for Cluster-Based Graphical Models JMLR 2020 IDA with Background Knowledge UAI 2020 Information Theoretic Optimal Learning of Gaussian Graphical Models COLT 2020 Interactive Anomaly Detection in Mixed Tabular Data using Bayesian Networks PGM 2020 Investigating Matureness of Probabilistic Graphical Models for Dry-Bulk Shipping PGM 2020 Knowledge Transfer for Learning Markov Equivalence Classes PGM 2020 Learning-Based Efficient Graph Similarity Computation via Multi-Scale Convolutional Set Matching AAAI 2020 Learning Bayesian Networks with Cops and Robbers PGM 2020 Learning Big Gaussian Bayesian Networks: Partition, Estimation and Fusion JMLR 2020 Learning Data-Driven Drug-Target-Disease Interaction via Neural Tensor Network IJCAI 2020 Learning General Latent-Variable Graphical Models with Predictive Belief Propagation AAAI 2020 Learning Interpretable Relationships between Entities, Relations and Concepts via Bayesian Structure Learning on Open Domain Facts ACL 2020 Learning Mixed Latent Tree Models JMLR 2020 Learning of Discrete Graphical Models with Neural Networks NeurIPS 2020 Learning Optimal Cyclic Causal Graphs from Interventional Data PGM 2020 Learning Restricted Boltzmann Machines with Sparse Latent Variables NeurIPS 2020 Learning Some Popular Gaussian Graphical Models without Condition Number Bounds NeurIPS 2020 Limits on Testing Structural Changes in Ising Models NeurIPS 2020 Measuring and Relieving the Over-Smoothing Problem for Graph Neural Networks from the Topological View AAAI 2020 Missing Values in Multiple Joint Inference of Gaussian Graphical Models PGM 2020 Multiple Graph Matching and Clustering via Decayed Pairwise Matching Composition AAAI 2020 Neural Gibbs Sampling for Joint Event Argument Extraction AACL 2020 Nonconvex Sparse Graph Learning under Laplacian Constrained Graphical Model NeurIPS 2020