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Under review as a conference paper at ICLR 2027

When Is a Veto Worth Its Cost? Proposer Precision, Gate Selectivity, and Requalification under Distribution Shift

Abstract

Downstream gates can reject, defer, or override proposals, but every veto can also suppress a useful action. We study requalification under distribution shift: a proposer recommends reactivating a previously rejected alternative and a downstream gate either authorizes the switch or keeps the incumbent. We operationalize the classical cost-sensitive/net-benefit break-even form using independently measured blocking rates and blocked-outcome severities, and compare learned gating with a switch-rate-matched random blocker. Across three controlled domains, calibration-only operating points predict holdout sign and magnitude better than a naive fixed-0.5 rule in the informative domains, while fresh audits show within-domain drift. A targeted severity learner fails: its low-precision benefit is mostly refusal rate, while an equal-rate oracle reveals unrealized selectivity. Degrading that oracle yields a representation target of Spearman , versus – for the learned signal. Fresh feature-tier and small-budget audits further show that better ranking and probability calibration do not necessarily improve frozen-threshold regret. A frozen external stress test on real handwritten-digit observations under constructed corruption shows the audit's own refusal condition: the break-even is weakly identified there, yet matched-rate selectivity remains detectable in three corruption levels. The contribution is an empirical operating audit that separates ranking, calibration, threshold portability, and selective action value.

open until 14 Dec 2026

est. 32% chance this paper gets accepted at ICLR 2027.

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