Bernd Prach
5 Publications
2025 | Published | Thesis | IST-REx-ID: 19759 |

Robust image classification with 1-Lipschitz networks
B. Prach, Robust Image Classification with 1-Lipschitz Networks, Institute of Science and Technology Austria, 2025.
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B. Prach, Robust Image Classification with 1-Lipschitz Networks, Institute of Science and Technology Austria, 2025.
2024 | Published | Conference Paper | IST-REx-ID: 17426 |

1-Lipschitz layers compared: Memory, speed, and certifiable robustness
B. Prach, F. Brau, G. Buttazzo, C. Lampert, in:, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Computer Vision Foundation, 2024, pp. 24574–24583.
[Preprint]
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B. Prach, F. Brau, G. Buttazzo, C. Lampert, in:, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Computer Vision Foundation, 2024, pp. 24574–24583.
2024 | Draft | Preprint | IST-REx-ID: 18874 |

Intriguing properties of robust classification
B. Prach, C. Lampert, ArXiv (n.d.).
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B. Prach, C. Lampert, ArXiv (n.d.).
2023 | Draft | Preprint | IST-REx-ID: 15039 |

1-Lipschitz neural networks are more expressive with N-activations
B. Prach, C. Lampert, ArXiv (n.d.).
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B. Prach, C. Lampert, ArXiv (n.d.).
2022 | Published | Conference Paper | IST-REx-ID: 11839 |

Almost-orthogonal layers for efficient general-purpose Lipschitz networks
B. Prach, C. Lampert, in:, Computer Vision – ECCV 2022, Springer Nature, 2022, pp. 350–365.
[Preprint]
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B. Prach, C. Lampert, in:, Computer Vision – ECCV 2022, Springer Nature, 2022, pp. 350–365.
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5 Publications
2025 | Published | Thesis | IST-REx-ID: 19759 |

Robust image classification with 1-Lipschitz networks
B. Prach, Robust Image Classification with 1-Lipschitz Networks, Institute of Science and Technology Austria, 2025.
[Published Version]
View
| Files available
| DOI
B. Prach, Robust Image Classification with 1-Lipschitz Networks, Institute of Science and Technology Austria, 2025.
2024 | Published | Conference Paper | IST-REx-ID: 17426 |

1-Lipschitz layers compared: Memory, speed, and certifiable robustness
B. Prach, F. Brau, G. Buttazzo, C. Lampert, in:, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Computer Vision Foundation, 2024, pp. 24574–24583.
[Preprint]
View
| Files available
| DOI
| Download Preprint (ext.)
| arXiv
B. Prach, F. Brau, G. Buttazzo, C. Lampert, in:, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Computer Vision Foundation, 2024, pp. 24574–24583.
2024 | Draft | Preprint | IST-REx-ID: 18874 |

Intriguing properties of robust classification
B. Prach, C. Lampert, ArXiv (n.d.).
[Preprint]
View
| Files available
| DOI
| Download Preprint (ext.)
| arXiv
B. Prach, C. Lampert, ArXiv (n.d.).
2023 | Draft | Preprint | IST-REx-ID: 15039 |

1-Lipschitz neural networks are more expressive with N-activations
B. Prach, C. Lampert, ArXiv (n.d.).
[Preprint]
View
| Files available
| DOI
| Download Preprint (ext.)
| arXiv
B. Prach, C. Lampert, ArXiv (n.d.).
2022 | Published | Conference Paper | IST-REx-ID: 11839 |

Almost-orthogonal layers for efficient general-purpose Lipschitz networks
B. Prach, C. Lampert, in:, Computer Vision – ECCV 2022, Springer Nature, 2022, pp. 350–365.
[Preprint]
View
| Files available
| DOI
| Download Preprint (ext.)
| arXiv
B. Prach, C. Lampert, in:, Computer Vision – ECCV 2022, Springer Nature, 2022, pp. 350–365.