@misc{Xie2026Tips, title={Turn-Level Information-Potential Reward Shaping for Search-Augmented LLMs}, author={Yutao Xie, Nathaniel Thomas, Nicklas Hansen, Yang Fu, Li Erran Li, Xiaolong Wang}, booktitle={International Conference on Learning Representations (ICLR)}, year={2026} }