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SLIP: Self-supervision meets Language-Image Pre-training

Dec 23, 2021
Norman Mu, Alexander Kirillov, David Wagner, Saining Xie

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The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization

Jun 29, 2020
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

* Datasets, code, and models available at 

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AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

Dec 05, 2019
Dan Hendrycks, Norman Mu, Ekin D. Cubuk, Barret Zoph, Justin Gilmer, Balaji Lakshminarayanan

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MNIST-C: A Robustness Benchmark for Computer Vision

Jun 05, 2019
Norman Mu, Justin Gilmer

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Parameter Re-Initialization through Cyclical Batch Size Schedules

Dec 04, 2018
Norman Mu, Zhewei Yao, Amir Gholami, Kurt Keutzer, Michael Mahoney

* Presented in Systems for Machine Learning Workshop at NeurIPS'18 conference 

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