Tied-Augment: Controlling Representation Similarity Improves Data Augmentation

Emirhan Kurtulus, Zichao Li, Yann N. Dauphin, Ekin Dogus Cubuk. Tied-Augment: Controlling Representation Similarity Improves Data Augmentation. In Andreas Krause 0001, Emma Brunskill, KyungHyun Cho, Barbara Engelhardt, Sivan Sabato, Jonathan Scarlett, editors, International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA. Volume 202 of Proceedings of Machine Learning Research, pages 17994-18007, PMLR, 2023. [doi]

@inproceedings{KurtulusLDC23,
  title = {Tied-Augment: Controlling Representation Similarity Improves Data Augmentation},
  author = {Emirhan Kurtulus and Zichao Li and Yann N. Dauphin and Ekin Dogus Cubuk},
  year = {2023},
  url = {https://proceedings.mlr.press/v202/kurtulus23a.html},
  researchr = {https://researchr.org/publication/KurtulusLDC23},
  cites = {0},
  citedby = {0},
  pages = {17994-18007},
  booktitle = {International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA},
  editor = {Andreas Krause 0001 and Emma Brunskill and KyungHyun Cho and Barbara Engelhardt and Sivan Sabato and Jonathan Scarlett},
  volume = {202},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}