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Density-aware Sample-specific Attack

Published • May 27, 2026
Authors:
Qiyuan Wang
,
Yao Li
,
Raymond K. W. Wong

Abstract

Despite recent progress in backdoor attacks, existing methods remain susceptible to post-training defenses that erase the backdoor through fine-tuning or pruning. We revisit the core objectives of backdoor attacks and derive principled criteria characterizing optimal sample-specific trigger construc...

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