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ActiveStructureLearningofCausalDAGsvia DirectedCliqueTrees
A growing body of work has begun to study intervention design for efficient structure learning of causal directed acyclic graphs (DAGs).
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CausalShapleyValues: ExploitingCausalKnowledge toExplainIndividualPredictionsofComplexModels
Inthis paper,we propose anovelframework for computing Shapleyvalues that generalizes recent work that aims to circumvent the independence assumption.
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Causal Bandits with Unknown Graph Structure
A multi-armed bandit (MAB) problem is one of the classic models of sequential decision making (Auer et al., 2002; Agrawal and Goyal, 2012, 2013a).
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