Learning with a Single Rollout via Pass@k Policy Optimization.

arXiv:2606.25451v2 Announce Type: replace-cross Abstract: Group Relative Policy Optimization (GRPO) typically requires multiple rollouts per prompt to estimate relative credit, incurring substantial sampling cost and exacerbating training asynchrony. This limi