Informativeness of Reward Functions in Reinforcement Learning

Rati Devidze, Parameswaran Kamalaruban, Adish Singla

Reward functions are central in specifying the task we want a reinforcement learning agent to perform. Given a task and desired optimal behavior, we study the problem of designing…