most citedTowards Transparent RAG: Fostering Evidence Traceability in LLM Generation via Reinforcement Learning

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cs.AI2026

Self-Play Meets Skill Evolution: Self-Evolving Search Agents that Pose, Solve, and Remember

Zenghuang Fu, Zhaoyang Li, Qiuyuan Ai +6

Self-play agents can generate training problems without questions from target benchmarks, but their curricula lack persistent state: failures affect gradients yet do not explicitly…