Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs

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1. 2025Near-Optimal Experiment Design in Linear non-Gaussian Cyclic Models25 Sep 2025
2. 2025Design of Experiment for Discovering Directed Mixed Graph2 Sep 2025
3. 2025Less Greedy Equivalence Search27 Jun 2025
4. 2025Characterization and Learning of Causal Graphs from Hard Interventions2 May 2025
5. 2024Membership Testing in Markov Equivalence Classes via Independence Query Oracles9 Mar 2024
6. 2023A Fixed-Parameter Tractable Algorithm for Counting Markov Equivalence Classes with the same Skeleton6 Oct 2023
7. 2023Do we become wiser with time? On causal equivalence with tiered background knowledge2 Jun 2023
8. 2023Active causal structure learning with advice31 May 2023
9. 2023Efficient Enumeration of Markov Equivalent DAGs28 Jan 2023
10. 2022Active Learning for Optimal Intervention Design in Causal Models10 Sep 2022
11. 2022Causal Structure Learning: a Combinatorial Perspective2 Jun 2022
12. 2022A Unified Experiment Design Approach for Cyclic and Acyclic Causal Models20 May 2022

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