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The Certification Exponent: Instance-Optimal Sequential Certification of Policy Improvement from History Dependent Logs
Before a new policy replaces a deployed one, we often want a certificate, computed from logged episodes, that it is better. We ask how many episodes such a certificate needs when the logging policy is known but history-dependent, and the error probability must stay below $δ$ in every environment con
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