conditional independence

StrWAEs to Invariant Representations ICML 2024 Testing Semantic Importance via Betting NeurIPS 2024 Transfer learning for tensor Gaussian graphical models JMLR 2024 A Simple Unified Approach to Testing High-Dimensional Conditional Independences for Categorical and Ordinal Data AAAI 2023 Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data NeurIPS 2023 Causal Discovery in Semi-Stationary Time Series NeurIPS 2023 Characterization and Learning of Causal Graphs with Small Conditioning Sets NeurIPS 2023 Detecting hidden confounding in observational data using multiple environments NeurIPS 2023 DIET: Conditional independence testing with marginal dependence measures of residual information AISTATS 2023 Efficient Conditionally Invariant Representation Learning ICLR 2023 Efficient SAGE Estimation via Causal Structure Learning AISTATS 2023 Front-door Adjustment Beyond Markov Equivalence with Limited Graph Knowledge NeurIPS 2023 Generalized Precision Matrix for Scalable Estimation of Nonparametric Markov Networks ICLR 2023 Improving the imputation of missing data with Markov Blanket discovery ICLR 2023 Increasing effect sizes of pairwise conditional independence tests between random vectors UAI 2023 K-Nearest-Neighbor Local Sampling Based Conditional Independence Testing NeurIPS 2023 Local Dependence Graphs for Discrete Time Processes CLeaR 2023 Modular Regression: Improving Linear Models by Incorporating Auxiliary Data JMLR 2023 Nearest-Neighbor Sampling Based Conditional Independence Testing AAAI 2023 On Discovery of Local Independence over Continuous Variables via Neural Contextual Decomposition CLeaR 2023 The d-Separation Criterion in Categorical Probability JMLR 2023 An Asymptotic Test for Conditional Independence using Analytic Kernel Embeddings ICML 2022 Can Pretext-Based Self-Supervised Learning Be Boosted by Downstream Data? A Theoretical Analysis AISTATS 2022 Conditional Independence for Iterated Belief Revision IJCAI 2022 Deep Unlearning via Randomized Conditionally Independent Hessians CVPR 2022