@article{implicitturnwisepolicyoptimizationforpro, title = {Implicit Turn-Wise Policy Optimization for Proactive User-LLM Interaction}, author = {Haoyu Wang and Yuxin Chen and Liang Luo and Buyun Zhang and Ellie Dingqiao Wen and Pan Li}, year = {2026}, eprint = {2603.23550}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.23550}, }