Author

Heyang Jiang

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Jul 2026

Learning as Reasoning Unfolds: Progressive Rollout Allocation for Efficient Reinforcement Learning

VarIance Guided Online Rollout allocation (VIGOR) is proposed which instead of allocating a fixed rollout budget per example, begins with a small number of rollouts for all examples in a batch and iteratively allocates additional rollouts to those with the highest group reward variance until a fixed total rollout budge...

Heyang Jiang, Henry Liu, Baharan Mirzasoleiman · arXiv.org · 1 citation