A Balanced Data Diet: Addressing the Exploration Bottleneck in Mega-Scale RL for Robot Control
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Success-Guided Sampling (SGS) trains on the task configurations that are neither too easy nor too hard for the current policy. With it, reinforcement learning scales much more effectively, to over a million simulated robots at once, in legged locomotion and contact-rich manipulation.