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cs.AI2025
Potential Outcome Rankings for Counterfactual Decision Making
Yuta Kawakami, Jin Tian
Counterfactual decision-making in the face of uncertainty involves selecting the optimal action from several alternatives using causal reasoning. Decision-makers often rank expecte…
cs.AI2024
Mediation Analysis for Probabilities of Causation
Yuta Kawakami, Jin Tian
Probabilities of causation (PoC) offer valuable insights for informed decision-making. This paper introduces novel variants of PoC-controlled direct, natural direct, and natural in…