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...
| Κύριοι συγγραφείς: | , , |
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| Μορφή: | Conference item |
| Γλώσσα: | English |
| Έκδοση: |
Proceedings of Machine Learning Research
2023
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