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Xinjie Xu

2 accepted papers

2026

Improving the Convergence Rate of Ray Search Optimization for Query-Efficient Hard-Label Attacks

AAAI 2026technical

In hard-label black-box adversarial attacks, where only the top-1 predicted label is accessible, the prohibitive query complexity poses a major obstacle to practical deployment. In this paper, we focus on optimizing a representative class of attacks that search for the optimal ray direction yielding

Cited by 0SourcePDFScholar
2025

Boosting Ray Search Procedure of Hard-label Attacks with Transfer-based Priors

ICLR 2025spotlight

One of the most practical and challenging types of black-box adversarial attacks is the hard-label attack, where only the top-1 predicted label is available. One effective approach is to search for the optimal ray direction from the benign image that minimizes the $\ell_p$ norm distance to the adver…

Cited by 0SourcePDFScholar