AI RESEARCH
Risk-Controlled Post-Processing of Decision Policies
arXiv CS.LG
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ArXi:2605.06479v1 Announce Type: cross Predictive models are often deployed through existing decision policies that stakeholders are reluctant to change unless a risk constraint requires intervention. We study risk-controlled post-processing: given a deterministic baseline policy, choose a new policy that maximizes agreement with the baseline subject to a chance constraint on a user-specified loss.