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Mitigating bias in calibration error estimation

Dec 15, 2020
Rebecca Roelofs, Nicholas Cain, Jonathon Shlens, Michael C. Mozer


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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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The Marginal Value of Adaptive Gradient Methods in Machine Learning

May 22, 2018
Ashia C. Wilson, Rebecca Roelofs, Mitchell Stern, Nathan Srebro, Benjamin Recht


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Large Scale Kernel Learning using Block Coordinate Descent

Feb 17, 2016
Stephen Tu, Rebecca Roelofs, Shivaram Venkataraman, Benjamin Recht


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