Bradly C. Stadie

Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models

2015 · arXiv (Cornell University)

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 offer strong formal guarantees, they are often impractical in higher dimensions …