34 citations · 79 across the 6 of their papers we have counts for
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cs.AI2018★ 25 cited
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…
cs.LG2018
Learning the Reward Function for a Misspecified Model
Erik Talvitie
In model-based reinforcement learning it is typical to decouple the problems of learning the dynamics model and learning the reward function. However, when the dynamics model is fl…