distribution-free-risk-control

#distribution-free-risk-control

False Sense of Safety in Selective Signal Classification: Auditing Bound Tightness and Exchangeability for Risk Control

arXiv cs.LG ↗ · 2026-06-16 Cached

This paper audits the reliability of distribution-free risk control methods for selective classification in signal-domain detectors, finding that naive thresholding often exceeds its declared budget and that exchangeability violations cause certificate failures.

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distribution-free-risk-control

False Sense of Safety in Selective Signal Classification: Auditing Bound Tightness and Exchangeability for Risk Control

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