Offline data from a distribution of bandit tasks provably identifies near-optimal algorithm hyperparameters, with inter-task sample complexity depending on a new piecewise-complexity measure QD.
Exploration--exploitation tradeoff using variance estimates in multi-armed bandits
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Offline-to-online hyperparameter transfer for stochastic bandits
Offline data from a distribution of bandit tasks provably identifies near-optimal algorithm hyperparameters, with inter-task sample complexity depending on a new piecewise-complexity measure QD.