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cs.LG2024
Interventional Causal Discovery in a Mixture of DAGs
Burak Varıcı, Dmitriy Katz-Rogozhnikov, Dennis Wei +2
Causal interactions among a group of variables are often modeled by a single causal graph. In some domains, however, these interactions are best described by multiple co-existing c…
stat.ML2024
Causal Bandits with General Causal Models and Interventions
Zirui Yan, Dennis Wei, Dmitriy Katz-Rogozhnikov +2
This paper considers causal bandits (CBs) for the sequential design of interventions in a causal system. The objective is to optimize a reward function via minimizing a measure of…