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2026 1

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Model-based Bootstrap of Controlled Markov Chains

stat.ML · 2026-05-12 · unverdicted · novelty 6.0

A model-based bootstrap achieves distributional consistency for transition estimators in controlled Markov chains with unknown policies and yields asymptotically valid confidence intervals for offline policy evaluation and optimal policy recovery.

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  • Model-based Bootstrap of Controlled Markov Chains stat.ML · 2026-05-12 · unverdicted · none · ref 10

    A model-based bootstrap achieves distributional consistency for transition estimators in controlled Markov chains with unknown policies and yields asymptotically valid confidence intervals for offline policy evaluation and optimal policy recovery.