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]

Authors

Alex Fang

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Gabriel Ilharco

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Mitchell Wortsman

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Yuhao Wan

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Vaishaal Shankar

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Achal Dave

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Ludwig Schmidt

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