Structure-aware robustness certificates for graph classification

Certifying the robustness of a graph-based machine learning model poses a critical challenge for safety. Current robustness certificates for graph classifiers guarantee output invariance with respect to the total number of node pair flips (edge addition or edge deletion), which amounts to an {𝑙0 } b...

Täydet tiedot

Bibliografiset tiedot
Päätekijät: Osselin, P, Kenlay, H, Dong, X
Aineistotyyppi: Conference item
Kieli:English
Julkaistu: Proceedings of Machine Learning Research 2023