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Excessive-Invariance

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.

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Source code for the paper "Exploiting Excessive Invariance caused by Norm-Bounded Adversarial Robustness"

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