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• CDE: Curiosity-Driven Exploration for Efficient Reinforcement Learning in Large Language Models
  2025 · 26 citations
• Reasoning or Memorization? Direction-Aware Diversity Exploration in LLM Reinforcement Learning
  2026
• Learning to Build the Environment: Self-Evolving Reasoning RL via Verifiable Environment Synthesis
  2026
• Save the Good Prefix: Precise Error Penalization via Process-Supervised RL to Enhance LLM Reasoning
  2026
• Group Distributionally Robust Optimization-Driven Reinforcement Learning for LLM Reasoning
  2026
• Can LLMs Guide Their Own Exploration? Gradient-Guided Reinforcement Learning for LLM Reasoning
  2025
• Stable and Efficient Single-Rollout RL for Multimodal Reasoning
  2025
• Dual-Uncertainty Guided Policy Learning for Multimodal Reasoning
  2025
• Evolving Language Models without Labels: Majority Drives Selection, Novelty Promotes Variation
  2025
• DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning
  2025