@article{dophysicsfoundationmodelslearngeneraliza,
  title = {Do Physics Foundation Models Learn Generalizable Physics? A Bias-Aware Benchmark Across Physical Regimes and Distribution Shifts},
  author = {Mengdi Chu and Yang Liu and Ayan Biswas and Han-Wei Shen},
  year = {2026},
  eprint = {2605.29283},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.29283},
}