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TrojFlow: Flow Models are Natural Targets for Trojan Attacks

cs.CV · 2024-12-21 · conditional · novelty 5.0

TrojFlow fine-tunes a rectified-flow generator so specific trigger-noise inputs produce attacker-chosen images, keeps benign outputs usable, and qualitatively evades UFID and TERD defenses on CIFAR-10 and CelebA.

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  • TrojFlow: Flow Models are Natural Targets for Trojan Attacks cs.CV · 2024-12-21 · conditional · none · ref 8

    TrojFlow fine-tunes a rectified-flow generator so specific trigger-noise inputs produce attacker-chosen images, keeps benign outputs usable, and qualitatively evades UFID and TERD defenses on CIFAR-10 and CelebA.