@article{evolvingrlendtoendoptimizationofexperien, title = {Evolving-RL: End-to-End Optimization of Experience-Driven Self-Evolving Capability within Agents}, author = {Zhiyuan Fan and Wenwei Jin and Feng Zhang and Bin Li and Yihong Dong and Yao Hu and Jiawei Li}, year = {2026}, eprint = {2605.10663}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.10663}, }