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Analysis by Synthesis

This is a complete reimplementation of our Analysis by Synthesis model. The experiments in the paper were done with the original implementation. To the best of my knowledge, both are equivalent and I tried to carefully reproduce all results but I cannot make any guarantees.

Results from the paper

Our paper can be found on arXiv. It was accepted at ICLR 2019.

All data from the accuracy-distortion curves can be downloaded in raw form:

BibTex

@inproceedings{schott2018towards,
  title={Towards the first adversarially robust neural network model on {MNIST}},
  author={Lukas Schott and Jonas Rauber and Matthias Bethge and Wieland Brendel},
  booktitle={International Conference on Learning Representations},
  year={2019},
  url={https://openreview.net/forum?id=S1EHOsC9tX},
}

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