Domain-Independent Optimistic Initialization for Reinforcement Learning

Marlos C. Machado, Sriram Srinivasan, Michael Bowling

In Reinforcement Learning (RL), it is common to use optimistic initialization of value functions to encourage exploration. However, such an approach generally depends on the domain…