Adaptive Selective Sampling for Online Prediction with Experts

Neural Information Processing Systems 

We consider online prediction of a binary sequence with expert advice. For this setting, we devise label-efficient forecasting algorithms, which use a selective sampling scheme that enables collecting much fewer labels than standard procedures.

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