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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 fr
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