@article{scalinglawsforstatedynamicsinlarge,
  title = {Scaling Laws for State Dynamics in Large Language Models},
  author = {Jacob X Li and Shreyas S Raman and Jessica Wan and Fahad Samman and Jazlyn Lin},
  year = {2025},
  eprint = {2505.14892},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2505.14892v1},
}