markov equivalence

Local Markov Equivalence for PC-style Local Causal Discovery and Identification of Controlled Direct Effects CLeaR 2026 Constraint-based Causal Discovery from a Collection of Conditioning Sets UAI 2025 Markov Equivalence and Consistency in Differentiable Structure Learning NeurIPS 2024 Beyond the Markov Equivalence Class: Extending Causal Discovery under Latent Confounding CLeaR 2023 Characterization and Learning of Causal Graphs with Small Conditioning Sets NeurIPS 2023 Efficient Enumeration of Markov Equivalent DAGs AAAI 2023 Establishing Markov equivalence in cyclic directed graphs UAI 2023 Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications JMLR 2023 Practical Algorithms for Orientations of Partially Directed Graphical Models CLeaR 2023 A new constructive criterion for Markov equivalence of MAGs UAI 2022 Causal Identification under Markov equivalence: Calculus, Algorithm, and Completeness NeurIPS 2022 Conditions and Assumptions for Constraint-based Causal Structure Learning JMLR 2022 Greedy equivalence search in the presence of latent confounders UAI 2022 Latent Hierarchical Causal Structure Discovery with Rank Constraints NeurIPS 2022 Reframed GES with a neural conditional dependence measure UAI 2022 Markov equivalence of max-linear Bayesian networks UAI 2021 Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs AAAI 2021 Characterizing Distribution Equivalence and Structure Learning for Cyclic and Acyclic Directed Graphs ICML 2020 Faster algorithms for Markov equivalence UAI 2020 Integrating Overlapping Datasets Using Bivariate Causal Discovery AAAI 2020 On Learning Causal Structures from Non-Experimental Data without Any Faithfulness Assumption ALT 2020 Ordering-Based Causal Structure Learning in the Presence of Latent Variables AISTATS 2020 Causal Identification under Markov Equivalence: Completeness Results ICML 2019 Counting and Sampling from Markov Equivalent DAGs Using Clique Trees AAAI 2019 Counting and Sampling Markov Equivalent Directed Acyclic Graphs AAAI 2019