@article{internalizingworldmodelsviaselfplayfinet,
  title = {Why Do LLM Agents Fail in Exploring New Environments? A World-Modeling Perspective},
  author = {Shiqi Chen and Tongyao Zhu and Zian Wang and Jinghan Zhang and Kangrui Wang and Siyang Gao and Teng Xiao and Yee Whye Teh and Junxian He and Manling Li},
  year = {2025},
  eprint = {2510.15047},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.15047},
}