A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity

Hongkang Li, Meng Wang 0003, Sijia Liu 0001, Pin-Yu Chen. A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity. In The Eleventh International Conference on Learning Representations, ICLR 2023, Kigali, Rwanda, May 1-5, 2023. OpenReview.net, 2023. [doi]

@inproceedings{Li00C23-1,
  title = {A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity},
  author = {Hongkang Li and Meng Wang 0003 and Sijia Liu 0001 and Pin-Yu Chen},
  year = {2023},
  url = {https://openreview.net/pdf?id=jClGv3Qjhb},
  researchr = {https://researchr.org/publication/Li00C23-1},
  cites = {0},
  citedby = {0},
  booktitle = {The Eleventh International Conference on Learning Representations, ICLR 2023, Kigali, Rwanda, May 1-5, 2023},
  publisher = {OpenReview.net},
}