@article{transformersforlearningonnoisyandtask,
  title = {Transformers for Learning on Noisy and Task-Level Manifolds: Approximation and Generalization Insights},
  author = {Zhaiming Shen and Alex Havrilla and Rongjie Lai and Alexander Cloninger and Wenjing Liao},
  year = {2025},
  eprint = {2505.03205},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2505.03205v2},
}