Decoupling Exploration and Policy Optimization: Uncertainty Guided Tree Search for Hard Exploration

Zakaria Mhammedi, James Cohan

The process of discovery requires active exploration -- the act of collecting new and informative data. However, efficient autonomous exploration remains a major unsolved problem.…