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Forget hand-crafted environments: COvolve uses LLMs to automatically co-evolve challenging environments and robust policies, paving the way for open-ended learning.
Forget hand-designed RL algorithms – LLMs can evolve competitive learners from scratch, even when forced to invent completely new update rules.
By translating visual observations into language, LAP achieves state-of-the-art procedure planning by disambiguating visually similar actions, outperforming vision-only methods.
