@article{tiragenttraininganexplorativeandefficien,
  title = {TIR-Agent: Training an Explorative and Efficient Agent for Image Restoration},
  author = {Guoli Jia and Yisheng Zhang and Haote Hu and Shanxu Zhao and Kaikai Zhao and Long Sun and Xinwei Long and Kai Tian and Che Jiang and Zhaoxiang Liu and Kai Wang and Shiguo Lian and Kaiyan Zhang and Bowen Zhou},
  year = {2026},
  eprint = {2603.27742},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.27742},
}