F
Frank Wang
Researcher at Google
Publications - 2
Citations - 754
Frank Wang is an academic researcher from Google. The author has contributed to research in topics: Robustness (computer science) & Computer science. The author has an hindex of 2, co-authored 2 publications receiving 179 citations.
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The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization
Dan Hendrycks,Steven Basart,Norman Mu,Saurav Kadavath,Frank Wang,Evan Dorundo,Rahul Desai,Tyler Zhu,Samyak Parajuli,Mike Guo,Dawn Song,Jacob Steinhardt,Justin Gilmer +12 more
TL;DR: It is found that using larger models and artificial data augmentations can improve robustness on real-world distribution shifts, contrary to claims in prior work.
Proceedings Article
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization
Dan Hendrycks,Steven Basart,Norman Mu,Saurav Kadavath,Frank Wang,Evan Dorundo,Rahul Desai,Tyler Zhu,Samyak Parajuli,Mike Guo,Dawn Song,Jacob Steinhardt,Justin Gilmer +12 more
TL;DR: In this article, the authors introduce four new real-world distribution shift datasets consisting of changes in image style, image blurriness, geographic location, camera operation, and more.