graphical model

Two-way Sparse Network Inference for Count Data AISTATS 2022 When Can Models Learn From Explanations? A Formal Framework for Understanding the Roles of Explanation Data ACL 2022 Why Fair Labels Can Yield Unfair Predictions: Graphical Conditions for Introduced Unfairness AAAI 2022 Actively Identifying Causal Effects with Latent Variables Given Only Response Variable Observable NeurIPS 2021 A Ladder of Causal Distances IJCAI 2021 A New Bounding Scheme for Influence Diagrams AAAI 2021 Best Arm Identification in Graphical Bilinear Bandits ICML 2021 Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions UAI 2021 Deep Bucket Elimination IJCAI 2021 Dependency in DAG models with hidden variables UAI 2021 Differentiable Causal Discovery Under Unmeasured Confounding AISTATS 2021 Diffusion Source Identification on Networks with Statistical Confidence ICML 2021 Discovering Fully Oriented Causal Networks AAAI 2021 Efficient Bayesian Network Structure Learning via Parameterized Local Search on Topological Orderings AAAI 2021 Exploiting Equality Constraints in Causal Inference AISTATS 2021 Exponential Reduction in Sample Complexity with Learning of Ising Model Dynamics ICML 2021 Faster lifting for two-variable logic using cell graphs UAI 2021 Flow-based Attribution in Graphical Models: A Recursive Shapley Approach ICML 2021 GANs with Conditional Independence Graphs: On Subadditivity of Probability Divergences AISTATS 2021 GemBag: Group Estimation of Multiple Bayesian Graphical Models JMLR 2021 Graphical Models in Heavy-Tailed Markets NeurIPS 2021 Hardness of Identity Testing for Restricted Boltzmann Machines and Potts models JMLR 2021 Identification of Partially Observed Linear Causal Models: Graphical Conditions for the Non-Gaussian and Heterogeneous Cases NeurIPS 2021 Improved Acyclicity Reasoning for Bayesian Network Structure Learning with Constraint Programming IJCAI 2021 Learning a High-dimensional Linear Structural Equation Model via l1-Regularized Regression JMLR 2021