@article{learningtothinkinphysicsbreakingshortcut,
  title = {Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment},
  author = {Haozhe Jia and Pengyu Yin and Wenshuo Chen and Shaofeng Liang and Lei Wang and Bowen Tian and Xiucheng Wang and Nanqian Jia and Yutao Yue},
  year = {2026},
  eprint = {2605.20780},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.20780},
}