Offensive AI Security› Embedding & Retrieval Security›Embeddings Are Not Anonymized: Text-Embedding Inversion and How Much a Vector Reveals

In this series

Embedding & Retrieval Security

1Embeddings Are Not Anonymized: Text-Embedding Inversion and How Much a Vector RevealsResearch
2Cross-Tenant and Neighbor Leakage: The Similarity Oracle and Multi-Tenant Isolation FailuresResearch
3Retrieval Corruption: The Geometry of Poisoning a Neighborhood to Dominate a QueryResearch
4Index-Level Attacks: Exploiting Approximate-Index Knobs for Denial and EvictionResearch
5Hardening Retrieval: Per-Tenant Indexes, Embedding-Space Access Control, and ProvenanceResearch

← All research

HostExpert

Murali Chillakuru

Press play to begin the walkthrough.

0:00

15:06

Embedding & Retrieval Security · 1 / 5

Embeddings Are Not Anonymized: Text-Embedding Inversion and How Much a Vector Reveals

Back