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Spectral Bias in Practice: The Role of Function Frequency in Generalization


Oct 06, 2021
Sara Fridovich-Keil, Raphael Gontijo-Lopes, Rebecca Roelofs


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The Evolution of Out-of-Distribution Robustness Throughout Fine-Tuning


Jun 30, 2021
Anders Andreassen, Yasaman Bahri, Behnam Neyshabur, Rebecca Roelofs

* 27 pages, 25 figures 

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Scene Transformer: A unified multi-task model for behavior prediction and planning


Jun 15, 2021
Jiquan Ngiam, Benjamin Caine, Vijay Vasudevan, Zhengdong Zhang, Hao-Tien Lewis Chiang, Jeffrey Ling, Rebecca Roelofs, Alex Bewley, Chenxi Liu, Ashish Venugopal, David Weiss, Ben Sapp, Zhifeng Chen, Jonathon Shlens


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AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain Adaptation


Jun 08, 2021
David Berthelot, Rebecca Roelofs, Kihyuk Sohn, Nicholas Carlini, Alex Kurakin


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Pseudo-labeling for Scalable 3D Object Detection


Mar 02, 2021
Benjamin Caine, Rebecca Roelofs, Vijay Vasudevan, Jiquan Ngiam, Yuning Chai, Zhifeng Chen, Jonathon Shlens


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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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