@article{siriselfinternalizingreinforcementlearni, title = {SIRI: Self-Internalizing Reinforcement Learning with Intrinsic Skills for LLM Agent Training}, author = {Zhongyu He and Yuanfan Li and Fei Huang and Tianyu Chen and Siyuan Chen and Xingyang Li and Meng Hsuan Yu and Xiangrong Liu and Leyi Wei and Lu Pan and Ke Zeng and Xunliang Cai}, year = {2026}, eprint = {2606.02355}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.02355}, }