Fnu Suya
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multi-modal retrieval
Adversarial Hubness in Multi-Modal Retrieval
We show that any image or audio input in a multi-modal retrieval system can be turned into an adversarial hub that is retrieved for thousands of unrelated queries, and that standard hubness mitigations do not defend against it.
Tingwei Zhang
,
Fnu Suya
,
Rishi Jha
,
Collin Zhang
,
Vitaly Shmatikov
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