@inproceedings{xie2026tips,
  title={TIPS: Turn-Level Information–Potential Reward Shaping for Search-Augmented LLMs},
  author={Xie, Yutao and Thomas, Nathaniel and Hansen, Nicklas and Fu, Yang and Li, Erran and Wang, Xiaolong},
  booktitle={International Conference on Learning Representations (ICLR)},
  year={2026}
}