no code implementations • 29 Sep 2021 • Anna-Kathrin Kopetzki, Jana Obernosterer, Aleksandar Bojchevski, Stephan Günnemann
Our experiments show how adversarial training on the source domain affects robustness on source and target domain, and we propose the first provably robust transfer learning models.
1 code implementation • 28 Oct 2020 • Anna-Kathrin Kopetzki, Bertrand Charpentier, Daniel Zügner, Sandhya Giri, Stephan Günnemann
Dirichlet-based uncertainty (DBU) models are a recent and promising class of uncertainty-aware models.
no code implementations • 28 Jul 2020 • Anna-Kathrin Kopetzki, Stephan Günnemann
This principle is highly versatile, as we show.