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• Distributionally Robust Cooperative Multi-agent Reinforcement Learning Via Robust Value Factorization
  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
• Evolving Language Models without Labels: Majority Drives Selection, Novelty Promotes Variation
  2025
• Every Question Has Its Own Value: Reinforcement Learning with Explicit Human Values
  2025
• Guided Self-Evolving LLMs with Minimal Human Supervision
  2025
• Can LLMs Guide Their Own Exploration? Gradient-Guided Reinforcement Learning for LLM Reasoning
  2025