ResearchBenchmarksOnline Conformal Prediction on Scoring functionFollow2Efficiency RegretACI1.962.232.52.77May 14, 2026Evaluation ResultsMethodMethodLinksEfficiency RegretACISection=Section 2, Fee...Section=Section 2, Feedback=Bandit (sees cost and reward), Validity notion=Adversarial, Efficiency benchmark=Optimal stochastic policy2026.052ACISection=Appendix D, Fe...Section=Appendix D, Feedback=Bandit (does not see cost), Validity notion=Adversarial, Efficiency benchmark=Optimal stochastic policy2026.053