The Effect of Planning Shape on Dyna-style Planning in High-dimensional State Spaces

G. Zacharias Holland, Erin J. Talvitie, Michael Bowling

Dyna is a fundamental approach to model-based reinforcement learning (MBRL) that interleaves planning, acting, and learning in an online setting. In the most typical application of…