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stat.ML2022
Scalable Whitebox Attacks on Tree-based Models
Giuseppe Castiglione, Gavin Ding, Masoud Hashemi +2
Adversarial robustness is one of the essential safety criteria for guaranteeing the reliability of machine learning models. While various adversarial robustness testing approaches…
stat.ML2018
Dimensionality Reduction has Quantifiable Imperfections: Two Geometric Bounds
Kry Yik Chau Lui, Gavin Weiguang Ding, Ruitong Huang +1
In this paper, we investigate Dimensionality reduction (DR) maps in an information retrieval setting from a quantitative topology point of view. In particular, we show that no DR m…