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N. Sakib

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#machine learning Preprint Sep 2026

Luck Is Not Skill: When Do Paired Rollouts Help Group-Relative RL of LLM Agents?

Group-relative reinforcement learning compares rollouts of the same prompt, but independent environment noise can obscure these comparisons. We study paired rollouts, which share an event-keyed noise schedule within each group while preserving each rollout's marginal distribution. Pairing removes the between-schedule c...

N. Sakib · 0 citations