Brett Bissey

Dynamic Automaton-Guided Reward Shaping for Monte Carlo Tree Search

Reinforcement learning and planning have been revolutionized in recent years, due in part to the mass adoption of deep convolutional neural networks and the resurgence of powerful methods to refine decision-making policies. However, the problem of sparse reward signals and their representation remai…