Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models

Bradly C. Stadie, Sergey Levine, Pieter Abbeel

Achieving efficient and scalable exploration in complex domains poses a major challenge in reinforcement learning. While Bayesian and PAC-MDP approaches to the exploration problem…