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AIM: Additional-Image-Guided Transferable Adversarial Attacks

Adds a plug-and-play Semantic Injection Module to a generator-based attack that pulls target-class semantics from an extra guiding image and injects them into the perturbation, with loss formulations tuned for both targeted and untargeted settings, producing markedly more transferable, target-aligned adversarial examples across surrogate and victim DNNs.

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AIM: Additional Image Guided Generation of Transferable Adversarial Attacks Teng Li, Xingjun Ma

AIM (Additional Image Guided Generation) improves targeted transferable adversarial attacks. Building on generator-based attack architectures, it adds a plug-and-play Semantic Injection Module (SIM) …