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A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery

Oct 16, 2020
Esther Rolf, Jonathan Proctor, Tamma Carleton, Ian Bolliger, Vaishaal Shankar, Miyabi Ishihara, Benjamin Recht, Solomon Hsiang


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Measuring Robustness to Natural Distribution Shifts in Image Classification

Jul 01, 2020
Rohan Taori, Achal Dave, Vaishaal Shankar, Nicholas Carlini, Benjamin Recht, Ludwig Schmidt


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Neural Kernels Without Tangents

Mar 05, 2020
Vaishaal Shankar, Alex Fang, Wenshuo Guo, Sara Fridovich-Keil, Ludwig Schmidt, Jonathan Ragan-Kelley, Benjamin Recht

* code used to produce our results can be found at: https://github.com/modestyachts/neural_kernels_code 

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A systematic framework for natural perturbations from videos

Jun 05, 2019
Vaishaal Shankar, Achal Dave, Rebecca Roelofs, Deva Ramanan, Benjamin Recht, Ludwig Schmidt

* 16 pages, 5 tables, 6 figures. Paper Website: https://modestyachts.github.io/natural-perturbations-website/ 

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Do ImageNet Classifiers Generalize to ImageNet?

Feb 13, 2019
Benjamin Recht, Rebecca Roelofs, Ludwig Schmidt, Vaishaal Shankar


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Do CIFAR-10 Classifiers Generalize to CIFAR-10?

Jun 01, 2018
Benjamin Recht, Rebecca Roelofs, Ludwig Schmidt, Vaishaal Shankar


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Flare Prediction Using Photospheric and Coronal Image Data

Aug 03, 2017
Eric Jonas, Monica G. Bobra, Vaishaal Shankar, J. Todd Hoeksema, Benjamin Recht

* submitted for publication in the Astrophysical Journal 

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