62 citations · 107 across the 5 of their papers we have counts for
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cs.LG2022★ 1 cited
Offline Reinforcement Learning with Closed-Form Policy Improvement Operators
Jiachen Li, Edwin Zhang, Ming Yin +3
Behavior constrained policy optimization has been demonstrated to be a successful paradigm for tackling Offline Reinforcement Learning. By exploiting historical transitions, a poli…
cs.LG2022★ 2 cited
Language Control Diffusion: Efficiently Scaling through Space, Time, and Tasks
Edwin Zhang, Yujie Lu, Shinda Huang +2
Training generalist agents is difficult across several axes, requiring us to deal with high-dimensional inputs (space), long horizons (time), and generalization to novel tasks. Rec…