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Accuracy on the Line: On the Strong Correlation Between Out-of-Distribution and In-Distribution Generalization

Jul 09, 2021
John Miller, Rohan Taori, Aditi Raghunathan, Shiori Sagawa, Pang Wei Koh, Vaishaal Shankar, Percy Liang, Yair Carmon, Ludwig Schmidt

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Transposer: Universal Texture Synthesis Using Feature Maps as Transposed Convolution Filter

Jul 14, 2020
Guilin Liu, Rohan Taori, Ting-Chun Wang, Zhiding Yu, Shiqiu Liu, Fitsum A. Reda, Karan Sapra, Andrew Tao, Bryan Catanzaro

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Measuring Robustness to Natural Distribution Shifts in Image Classification

Jul 01, 2020
Rohan Taori, Achal Dave, Vaishaal Shankar, Nicholas Carlini, Benjamin Recht, Ludwig Schmidt

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Autoregressive Models: What Are They Good For?

Oct 17, 2019
Murtaza Dalal, Alexander C. Li, Rohan Taori

* Accepted for the Information Theory and Machine Learning workshop at NeurIPS 2019 

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Targeted Adversarial Examples for Black Box Audio Systems

May 20, 2018
Rohan Taori, Amog Kamsetty, Brenton Chu, Nikita Vemuri

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