An optimism-based algorithm with nonparametric instrumental variables learns an epsilon-optimal policy under information asymmetry and knowledge transfer with O~(1/epsilon^2) sample complexity.
The causal structure of the transition sh+1 is the same asr h
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The Sample Complexity of Online Strategic Decision Making with Information Asymmetry and Knowledge Transportability
An optimism-based algorithm with nonparametric instrumental variables learns an epsilon-optimal policy under information asymmetry and knowledge transfer with O~(1/epsilon^2) sample complexity.