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Arxiv
3d
244
Image Credit: Arxiv
Tropical Bisectors and Carlini-Wagner Attacks
- Using a tropical symmetric metric as an activation function in the last layer improves the robustness of CNNs against attacks.
- The decision boundary of a tropical CNN is defined by tropical bisectors.
- A refined version of the Carlini-Wagner attack is proposed, tailored for the tropical architecture.
- Computational experiments with MNIST and LeNet5 demonstrate the improved success rate of the attacks.
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