Picture for Norman Mu

Norman Mu

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

Figure 1 for The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization

Figure 2 for The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization

Figure 3 for The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization

Figure 4 for The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization

* Datasets, code, and models available at https://github.com/hendrycks/imagenet-r

Access Paper or Ask Questions

MNIST-C: A Robustness Benchmark for Computer Vision

Jun 05, 2019
Norman Mu, Justin Gilmer

Figure 1 for MNIST-C: A Robustness Benchmark for Computer Vision

Figure 2 for MNIST-C: A Robustness Benchmark for Computer Vision

Figure 3 for MNIST-C: A Robustness Benchmark for Computer Vision

Figure 4 for MNIST-C: A Robustness Benchmark for Computer Vision

Access Paper or Ask Questions

Parameter Re-Initialization through Cyclical Batch Size Schedules

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

Figure 1 for Parameter Re-Initialization through Cyclical Batch Size Schedules

Figure 2 for Parameter Re-Initialization through Cyclical Batch Size Schedules

Figure 3 for Parameter Re-Initialization through Cyclical Batch Size Schedules

Figure 4 for Parameter Re-Initialization through Cyclical Batch Size Schedules

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

Access Paper or Ask Questions