On $\ell_p$-norm Robustness of Ensemble Stumps and Trees

Yihan Wang
Yihan Wang
Hongge Chen
Hongge Chen
Duane Boning
Duane Boning
Cited by: 0|Bibtex|Views9|Links

Abstract:

Recent papers have demonstrated that ensemble stumps and trees could be vulnerable to small input perturbations, so robustness verification and defense for those models have become an important research problem. However, due to the structure of decision trees, where each node makes decision purely based on one feature value, all the pre...More

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