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rollout efficiency

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competence-difficulty alignment (1) dynamic sampling (1) llm reasoning (1) sampling strategy (1) reinforcement learning (1)

Papers

Rethinking the Sampling Criteria in Reinforcement Learning for LLM Reasoning: A Competence-Difficulty Alignment Perspective AAAI 2026