@misc{makkuva2024attention,
  title={Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains},
  author={Ashok Vardhan Makkuva and Marco Bondaschi and Adway Girish and Alliot Nagle and Martin Jaggi and Hyeji Kim and Michael Gastpar},
  year={2024},
  eprint={2402.04161},
  archivePrefix={arXiv},
  primaryClass={cs.LG},
  url={https://arxiv.org/abs/2402.04161}
}