Proposal: replace online RL with imitation on verified successful trajectories

QuintinPope5 · x · 2026-10-13

Quintin Pope argues that most pathologies of RLVR-style methods come from the online training loop rather than the reward function details. He proposes "Self Imitation from Verified Completions": collect trajectories, verify task completion, then run pretraining-style imitation learning only on successful trajectories—an offline middle path between RL and imitation. Speculative, untested idea.

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