The paper formalizes why unconditional risk bounds on automated decisions are vacuous and proposes an actionability certificate that jointly bounds error and floors automation, demonstrated on LLM security triage.
Fair conformal predictors for applications in medical imaging,
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Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance
The paper formalizes why unconditional risk bounds on automated decisions are vacuous and proposes an actionability certificate that jointly bounds error and floors automation, demonstrated on LLM security triage.