Author

Zijie Huang

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Preprint Aug 2026

Self-Certification of Representation Adequacy: Sequential Certification at Minimum Task Loss

A four-layer theory of self-certification of representation adequacy, which defines decision-theoretic adequacy through a Bayes-risk grouping identity and prices a one-shot external verification by an exact total-variation threshold.

Zijie Huang · 0 citations

Preprint Aug 2026

Self-Certification of Representation Adequacy: Sequential Certification at Minimum Task Loss

Agents that act on a compressed representation of their history face a structural risk: if the representation aliases histories with different optimal actions, no rule measurable with respect to the representation can avoid an irreducible per-round loss, and the agent may be unable to detect this from its own transcrip...

Zijie Huang · 0 citations