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Found 4 papers, 2 papers with code
Faster Repeated Evasion Attacks in Tree Ensembles
Tree ensembles are one of the most widely used model classes.
Adversarial Example Detection in Deployed Tree Ensembles
We take an alternative approach and attempt to detect adversarial examples in a post-deployment setting.
Versatile Verification of Tree Ensembles
This paper introduces a generic algorithm called Veritas that enables tackling multiple different verification tasks for tree ensemble models like random forests (RFs) and gradient boosting decision trees (GBDTs).
Verifying Tree Ensembles by Reasoning about Potential Instances
Imagine being able to ask questions to a black box model such as "Which adversarial examples exist?
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