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Julien Piet

2 accepted papers

2023

Asymmetric Certified Robustness via Feature-Convex Neural Networks

NeurIPS 2023poster

Real-world adversarial attacks on machine learning models often feature an asymmetric structure wherein adversaries only attempt to induce false negatives (e.g., classify a spam email as not spam). We formalize the asymmetric robustness certification problem and correspondingly present the feature-c…