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