"A Game-Theoretic Approach to Apprenticeship Learning" Umar Syed and Robert E. Schapire Poster ID: T10 · Goal: Perform well in an MDP with an unknown reward function. · Previous work: Perform as well as an observed expert. · Our contribution: Perform as well as an observed expert, and possibly much better.