@article{selaurselfevolvingllmagentviauncertainty, title = {SELAUR: Self Evolving LLM Agent via Uncertainty-aware Rewards}, author = {Dengjia Zhang and Xiaoou Liu and Lu Cheng and Yaqing Wang and Kenton Murray and Hua Wei}, year = {2026}, eprint = {2602.21158}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.21158}, }