@article{amechanisticanalysisoftransformersfordyn,
  title = {A Mechanistic Analysis of Transformers for Dynamical Systems},
  author = {Gregory Duthé and Nikolaos Evangelou and Wei Liu and Ioannis G. Kevrekidis and Eleni Chatzi},
  year = {2025},
  eprint = {2512.21113},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2512.21113},
}