SKILLC: Learning Autonomous Skill Internalization in LLM Agents via Contrastive Credit Assignment

Hongxiang Lin, Zhirui Kuai, Erpeng Xue +1

Structured skill prompts improve exploration in long-horizon agentic reinforcement learning (RL). Skill-augmented RL methods retain external skills at inference, while skill-intern…