A safe exploration algorithm learns an unknown receiver bias parameter in repeated information design and achieves O(log log T) regret with a matching lower bound.
Information design, bayesian persuasion, and bayes correlated equilibrium.American Economic Review, 106(5):586–591, 2016
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Learning to Persuade a Biased Receiver
A safe exploration algorithm learns an unknown receiver bias parameter in repeated information design and achieves O(log log T) regret with a matching lower bound.