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29 changes: 29 additions & 0 deletions README.md
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# Increasing Confidence in Adversarial Robustness Evaluations

This is the official repository of the paper _Increasing Confidence in Adversarial Robustness Evaluations_
by Zimmermann et al. 2022.

The reference implementation of our proposed active test is in
[active_tests/decision_boundary_binarization.py](active_tests/decision_boundary_binarization.py),
and the code to reproduce our experimental findings is in [case_studies](case_studies). Note, that when evaluating
the defense of our authors we always used their reference implementation and only performed the _minimal_ modification
to integrate our test in their respective code base.
##
![](https://zimmerrol.github.io/active-tests/img/Figure_1.svg)

## Citing
If you use this library, you can cite our [paper](https://openreview.net/forum?id=NkK4i91VWp).
Here is an example BibTeX entry:

```bibtex
@inproceedings{zimmermann2022increasing,
title={Increasing Confidence in Adversarial Robustness Evaluations},
author={Roland S. Zimmermann and Wieland Brendel and Florian Tramer and Nicholas Carlini},
booktitle={Advances in Neural Information Processing Systems},
editor={Alice H. Oh and Alekh Agarwal and Danielle Belgrave and Kyunghyun Cho},
year={2022},
url={https://openreview.net/forum?id=NkK4i91VWp}
}
```

_Disclaimer: This is not an official Google product._
14 changes: 14 additions & 0 deletions active_tests/__init__.py
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# Copyright 2022 The Authors
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

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