297 citations · 408 across the 9 of their papers we have counts for
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cs.LG2021
Self-Consistent Models and Values
Gregory Farquhar, Kate Baumli, Zita Marinho +4
Learned models of the environment provide reinforcement learning (RL) agents with flexible ways of making predictions about the environment. In particular, models enable planning,…
cs.LG2021★ 4 cited
Learning more skills through optimistic exploration
DJ Strouse, Kate Baumli, David Warde-Farley +2
Unsupervised skill learning objectives (Gregor et al., 2016, Eysenbach et al., 2018) allow agents to learn rich repertoires of behavior in the absence of extrinsic rewards. They wo…