embedding-inversion

Here are 4 public repositories matching this topic...

jina-ai / embedding-inversion-demo

Embedding Inversion via Conditional Masked Diffusion: recover original text from embedding vectors using parallel denoising. Live demo + training pipeline + technical report.

nlp deep-learning pytorch text-embeddings text-reconstruction privacy-attack masked-diffusion jina-embeddings diffusion-language-model vec2text embedding-inversion embedding-privacy embedding-attack adaln qwen3-embedding

Updated Mar 7, 2026
Python

Jamsius / embedding-inversion-demo

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🛠 Reconstruct original text from text embeddings using conditional masked diffusion to reveal reversible embedding representations efficiently and accurately

Updated Aug 12, 2026
Python

vobornik / vector-unmask

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Gradient-guided embedding inversion against BAAI/bge-m3 — proof that a stored embedding vector is not anonymized data.

interpretability ai-security gcg vector-database pgvector bge-m3 embedding-inversion

Updated Jul 18, 2026
Python

State-of-the-art privacy for multi-vector VLM retrievers (ColPali/ColQwen2): a field-level PII linkage attack, the holographic leakage mechanism, an adaptive break of naive defenses, and Cataract — the first adaptively-evaluated, tunable, index-time real-privacy defense for this class.

privacy gdpr pii security-research state-of-the-art vision-language-models colpali ieee-sp embedding-inversion multi-vector-retrieval

Updated Aug 13, 2026
Python

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