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cs.LG2021
Robust Optimal Classification Trees Against Adversarial Examples
Daniël Vos, Sicco Verwer
Decision trees are a popular choice of explainable model, but just like neural networks, they suffer from adversarial examples. Existing algorithms for fitting decision trees robus…
cs.CR2021
SAGE: Intrusion Alert-driven Attack Graph Extractor
Azqa Nadeem, Sicco Verwer, Shanchieh Jay Yang
Attack graphs (AG) are used to assess pathways availed by cyber adversaries to penetrate a network. State-of-the-art approaches for AG generation focus mostly on deriving dependenc…