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  • title: Verification and search algorithms for causal DAGs
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            Verification and search algorithms for causal DAGs
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            Verification and search algorithms for causal DAGs

            Nov 28, 2022

            Sprecher:innen

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            Davin Choo

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            KS

            Kirankumar Shiragur

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            AB

            Arnab Bhattacharyya

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            Über

            We study two problems related to recovering causal graphs from interventional data: (i) verification, where the task is to check if a purported causal graph is correct, and (ii) search, where the task is to recover the correct causal graph. For both, we wish to minimize the number of interventions performed. For the first problem, we give a characterization of a minimal sized set of atomic interventions that is necessary and sufficient to check the correctness of a claimed causal graph. Our char…

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            NeurIPS 2022

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