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The Scissors Effect: When Resize-Based Input Diversity Helps or Hurts Transfer Attacks

Jiang, Yuhang et al.
arXiv (OAI Expanded) · Papers
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Input Diversity (DI), a random resize and pad applied at each attack iteration, is a near-default ingredient of transfer-based attacks, widely assumed to improve transferability. We show this assumption is regime-dependent and, for adversarially trained surrogates, often reversed. Holding the attack
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