Mathematics of Machine Learning
Bandit Algorithms for Online Linear Optimization
Piecewise-Stationary Bandit Problems with Side Information
A Relative Exponential Weighing Algorithm for Adversarial Utility-based Dueling Bandits
Toward the understanding of partial-monitoring games
Efficient Bayes-Adaptive Reinforcement Learning using Sample-Based Search
Bandit-Based Optimization on Graphs with Application to Library Performance Tuning
Bayesian optimization and its applications for autonomous vehicles
Monte-Carlo Planning: Basic Principles and Recent Progress
On the Complexity of Bandit and Derivative-Free Stochastic Convex Optimization