Author

Naoki Egami

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#machine learning Preprint Sep 2026

Conformal Policy Learning with Distribution-Free Safety Guarantees

Conformal policy learning (CPL) is proposed, a policy learning procedure with a new distribution-free safety guarantee that controls the probability of assigning treatment to an individual who would be harmed relative to control and achieves asymptotically optimal welfare subject to the safety constraint.

Ying Jin, Naoki Egami · 0 citations