Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP)

Alex Fang, Gabriel Ilharco, Mitchell Wortsman, Yuhao Wan, Vaishaal Shankar, Achal Dave, Ludwig Schmidt. Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP). In Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba Szepesvári, Gang Niu 0001, Sivan Sabato, editors, International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA. Volume 162 of Proceedings of Machine Learning Research, pages 6216-6234, PMLR, 2022. [doi]

@inproceedings{FangIWWSDS22,
  title = {Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP)},
  author = {Alex Fang and Gabriel Ilharco and Mitchell Wortsman and Yuhao Wan and Vaishaal Shankar and Achal Dave and Ludwig Schmidt},
  year = {2022},
  url = {https://proceedings.mlr.press/v162/fang22a.html},
  researchr = {https://researchr.org/publication/FangIWWSDS22},
  cites = {0},
  citedby = {0},
  pages = {6216-6234},
  booktitle = {International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA},
  editor = {Kamalika Chaudhuri and Stefanie Jegelka and Le Song and Csaba Szepesvári and Gang Niu 0001 and Sivan Sabato},
  volume = {162},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}