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title
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2026-03-01 23:11:28
raw text
Vaishaal Shankar About I am a research scientist with the Machine Learning Research group at Apple. I am broadly interested in the foundations of machine learning . My work has recently been focused on the interplay between dataset design, multi-modality, and distributional robustness. I have been fortunate to be a part of the ImageNetV2 and OpenCLIP projects. Previously, I spent 9 wonderful years at UC Berkeley and had the pleasure of working with Ben Recht , Ludwig Schmidt , Eric Jonas , Shivaram Venkataraman , and many others. Contact me at vs at vaishaal dot com. Selected Publications Do ImageNet classifiers generalize to ImageNet? - B Recht, R Roelofs, L Schmidt, V Shankar, ICML 2019 Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP) - A Fang, G Ilharco, M Wortsman, Y Wan, V Shankar, A Dave, L Schmidt, ICML 2021 Measuring Robustness to Natural Distribution Shifts in Image Classification - R Taori, A Dave, V Shank...
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