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TraceGuard: Adaptive Multimodal Poison Filtering through Cross-Feature Rank Agreement

Li, Haoyang et al.
arXiv (All) · Papers
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cryptography-and-securitymachine-learning
Multimodal training relies on image-text corpora collected from external sources, creating opportunities for attackers to poison the data. Stealthy attacks can preserve plausible image-text pairs while concealing the differences used by detectors, so apparently clean data can still redirect the trai
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