@article{pearlselfevolvingassistantfortimemanagem, title = {PEARL: Self-Evolving Assistant for Time Management with Reinforcement Learning}, author = {Bingxuan Li and Jeonghwan Kim and Cheng Qian and Xiusi Chen and Eitan Anzenberg and Niran Kundapur and Heng Ji}, year = {2026}, eprint = {2601.11957}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.11957}, }