Source code for the paper "Exploiting Excessive Invariance caused by Norm-Bounded Adversarial Robustness"
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Source code for the paper:
Fundamental Tradeoffs between Invariance and Sensitivity to Adversarial Perturbations
Florian Tramèr, Jens Behrmann, Nicholas Carlini, Nicolas Papernot and Jörn-Henrik Jacobsen
https://arxiv.org/abs/2002.04599
The Demo notebook shows how to load pre-computed invariance examples for the l0 and linf norms.
The folders l0 and linf contain code for generating such invariance examples.
Source code for the paper "Exploiting Excessive Invariance caused by Norm-Bounded Adversarial Robustness"