@article{fromkeplertonewtoninductivebiasesguidele,
  title = {From Kepler to Newton: Inductive Biases Guide Learned World Models in Transformers},
  author = {Ziming Liu and Sophia Sanborn and Surya Ganguli and Andreas Tolias},
  year = {2026},
  eprint = {2602.06923},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2602.06923},
}