Bernd Prach
5 Publications
2025 | Published | Thesis | IST-REx-ID: 19759 | 
Prach, Bernd. “Robust Image Classification with 1-Lipschitz Networks.” Institute of Science and Technology Austria, 2025. https://doi.org/10.15479/10.15479/at-ista-19759.
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2024 | Draft | Preprint | IST-REx-ID: 18874 |
Prach, Bernd, and Christoph Lampert. “Intriguing Properties of Robust Classification.” ArXiv, n.d. https://doi.org/10.48550/arXiv.2412.04245.
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2024 | Published | Conference Paper | IST-REx-ID: 17426 |
Prach, Bernd, Fabio Brau, Giorgio Buttazzo, and Christoph Lampert. “1-Lipschitz Layers Compared: Memory, Speed, and Certifiable Robustness.” In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 24574–83. Computer Vision Foundation, 2024. https://doi.org/10.1109/CVPR52733.2024.02320.
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2023 | Draft | Preprint | IST-REx-ID: 15039 |
Prach, Bernd, and Christoph Lampert. “1-Lipschitz Neural Networks Are More Expressive with N-Activations.” ArXiv, n.d. https://doi.org/10.48550/ARXIV.2311.06103.
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2022 | Published | Conference Paper | IST-REx-ID: 11839 |
Prach, Bernd, and Christoph Lampert. “Almost-Orthogonal Layers for Efficient General-Purpose Lipschitz Networks.” In Computer Vision – ECCV 2022, 13681:350–65. Springer Nature, 2022. https://doi.org/10.1007/978-3-031-19803-8_21.
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5 Publications
2025 | Published | Thesis | IST-REx-ID: 19759 |
Prach, Bernd. “Robust Image Classification with 1-Lipschitz Networks.” Institute of Science and Technology Austria, 2025. https://doi.org/10.15479/10.15479/at-ista-19759.
[Published Version]
View
| Files available
| DOI
2024 | Draft | Preprint | IST-REx-ID: 18874 |
Prach, Bernd, and Christoph Lampert. “Intriguing Properties of Robust Classification.” ArXiv, n.d. https://doi.org/10.48550/arXiv.2412.04245.
[Preprint]
View
| Files available
| DOI
| Download Preprint (ext.)
| arXiv
2024 | Published | Conference Paper | IST-REx-ID: 17426 |
Prach, Bernd, Fabio Brau, Giorgio Buttazzo, and Christoph Lampert. “1-Lipschitz Layers Compared: Memory, Speed, and Certifiable Robustness.” In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 24574–83. Computer Vision Foundation, 2024. https://doi.org/10.1109/CVPR52733.2024.02320.
[Preprint]
View
| Files available
| DOI
| Download Preprint (ext.)
| WoS
| arXiv
2023 | Draft | Preprint | IST-REx-ID: 15039 |
Prach, Bernd, and Christoph Lampert. “1-Lipschitz Neural Networks Are More Expressive with N-Activations.” ArXiv, n.d. https://doi.org/10.48550/ARXIV.2311.06103.
[Preprint]
View
| Files available
| DOI
| Download Preprint (ext.)
| arXiv
2022 | Published | Conference Paper | IST-REx-ID: 11839 |
Prach, Bernd, and Christoph Lampert. “Almost-Orthogonal Layers for Efficient General-Purpose Lipschitz Networks.” In Computer Vision – ECCV 2022, 13681:350–65. Springer Nature, 2022. https://doi.org/10.1007/978-3-031-19803-8_21.
[Preprint]
View
| Files available
| DOI
| Download Preprint (ext.)
| WoS
| arXiv