Abstraction in Reinforcement Learning Situation Dependent Spatial Abstraction in Reinforcement Learning Based on Structural Knowledge . . . . . . . . . . . . . . . . . 12 Improving Bayesian Reinforcement Learning Using Transition Abstraction