Adaptive Learning Rates with Surrogate Probability for Follow-the-Perturbed-Leader

Follow-the-regularized-leader framework has shown effectiveness and flexibility in online learning problems, where the choice of learning rates are known to be crucial. Recently, adaptive learning rates defined in terms of the arm-selection probabilities, obtained by solving convex optimization, hav...