A post-hoc audit can certify trajectory-level conformal coverage for frozen multi-stage LLM pipelines, and the naive pairwise-correlation extension to three or more stages is a lower bound, not an upper bound.
Rectangular confidence regions for the means of multivariate normal distributions,
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Post-Hoc Trajectory-Risk Certification for Modular LLM-Based Security Agents
A post-hoc audit can certify trajectory-level conformal coverage for frozen multi-stage LLM pipelines, and the naive pairwise-correlation extension to three or more stages is a lower bound, not an upper bound.