CLIP: Cheap Lipschitz Training of Neural Networks

von Bungert, Leon
Veröffentlicht in SSVM (8. : 2021 : Online) Scale space and variational methods in computer vision (2021)

IDENTIFYING UNTRUSTWORTHY PREDICTIONS IN NEURAL NETWORKS BY GEOMETRIC GRADIENT ANALYSIS

von Schwinn, Leo
Veröffentlicht in Conference on Uncertainty in Artificial Intelligence (37. : 2021 : Online) 37th Conference on Uncertainty in Artificial Intelligence (UAI 2021) ; Part 2 of 3 (2022)

Improving Robustness Against Real-World and Worst-Case Distribution Shifts Through Decision Region Quantification

von Schwinn, Leo
Veröffentlicht in International Conference on Machine Learning (39. : 2022 : Baltimore, Md.; Online) International Conference on Machine Learning (ICML 2022) ; Part 24 of 33 (2023)