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Can You Trust the Vectors in Your Vector Database? Black-Hole Attack from Embedding Space Defects

Li, Hanxi et al.
arXiv (All) · Papers
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cryptography-and-securitydatabases
Vector databases serve as the retrieval backbone of modern AI applications, yet their security remains largely unexplored. We propose the Black-Hole Attack, a poisoning attack that injects a small number of malicious vectors near the geometric center of the stored vectors. These injected vectors att
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