Exploring the landscape of spatial robustness

Copyright 2019 by the author(s). The study of adversarial robustness has so far largely focused on perturbations bound in lvnorms. However, state-of-the-art models turn out to be also vulnerable to other, more natural classes of perturbations such as translations and rotations. In this work, we thor...

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Bibliographic Details
Main Authors: Engstrom, Logan G., Tran, Brandon, Tsipras, Dimitris, Schmidt, Ludwig, Madry, Aleksander
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Language:English
Published: MLResearch Press 2021
Online Access:https://hdl.handle.net/1721.1/130391