AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty. Dan Hendrycks*, Norman Mu*, Ekin D. Cubuk, Barret Zoph, Justin Gilmer, Balaji Lakshinarayanan. ICLR 2020. [paper] [code]

MNIST-C: A Robustness Benchmark for Computer Vision. Norman Mu, Justin Gilmer. ICML Workshop on Uncertainty and Robustness in Deep Learning 2019. [paper] [code]


Parameter Re-Initialization through Cyclical Batch Size Schedules. Norman Mu*, Zhewei Yao*, Amir Gholami, Kurt Keutzer, Michael W. Mahoney. NeurIPS Workshop on Systems for Machine Learning 2018. [paper]