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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.LG2020★ 11 cited
Efficient Training of Robust Decision Trees Against Adversarial Examples
Daniël Vos, Sicco Verwer
In the present day we use machine learning for sensitive tasks that require models to be both understandable and robust. Although traditional models such as decision trees are unde…