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#artificial intelligence Preprint Oct 2026

GRPODropout: Less is More for Online Reinforcement Learning Rollouts

Reinforcement learning (RL) methods such as GRPO substantially improve large language model reasoning but often suffer from policy entropy collapse: the loss of sampling diversity weakens exploration and limits further improvement. Existing methods address this issue either through algorithm-level interventions, such a...

Hexuan Deng, Zi-Hao Yan, Xue-Bo Liu et al. · 0 citations

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