Bayesian Networks

Learning and Testing Latent-Tree Ising Models Efficiently COLT 2023 Statistical Theory of Differentially Private Marginal-based Data Synthesis Algorithms ICLR 2023 A Hybrid Algorithm for Learning Causal Networks using Uncertain Experts’ Knowledge PGM 2022 Convergence of Feedback Arc Set-Based Heuristics for Linear Structural Equation Models PGM 2022 Efficient Causal Structure Learning from Multiple Interventional Datasets with Unknown Targets AAAI 2022 Efficient Neural Causal Discovery without Acyclicity Constraints ICLR 2022 Hedging as Reward Augmentation in Probabilistic Graphical Models NeurIPS 2022 Highly Efficient Structural Learning of Sparse Staged Trees PGM 2022 Independence Testing for Bounded Degree Bayesian Networks NeurIPS 2022 Learning Large DAGs by Combining Continuous Optimization and Feedback Arc Set Heuristics AAAI 2022 Parameterized Completeness Results for Bayesian Inference PGM 2022 Recursive autonomy identification-based learning of augmented naive Bayes classifiers PGM 2022 Scalable Bayesian Network Structure Learning with Splines PGM 2022 Speeding up approximate MAP by applying domain knowledge about relevant variables PGM 2022 Structure learning algorithms for multidimensional continuous-time Bayesian network classifiers PGM 2022 Towards Federated Bayesian Network Structure Learning with Continuous Optimization AISTATS 2022 You Only Derive Once (YODO): Automatic Differentiation for Efficient Sensitivity Analysis in Bayesian Networks PGM 2022 DiBS: Differentiable Bayesian Structure Learning NeurIPS 2021 Efficient Bayesian Network Structure Learning via Parameterized Local Search on Topological Orderings AAAI 2021 Identification of Partially Observed Linear Causal Models: Graphical Conditions for the Non-Gaussian and Heterogeneous Cases NeurIPS 2021 Improving Causal Discovery By Optimal Bayesian Network Learning AAAI 2021 Learning Fast-Inference Bayesian Networks NeurIPS 2021 Learning the Parameters of Bayesian Networks from Uncertain Data AAAI 2021 Recurrent Bayesian Classifier Chains for Exact Multi-Label Classification NeurIPS 2021 Turbocharging Treewidth-Bounded Bayesian Network Structure Learning AAAI 2021