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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Xin-Jian Luo

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Book Open access Aug 2026

Black-Box Embedding Inversion Attack on Vector Databases

A novel black-box image embedding inversion attack that reconstructs high-fidelity images using only query access to the embedding model or API, and introduces an embedding-guided cross-attention mechanism, where image embeddings serve as conditional signals to steer the generation process.

Lichao Sun, Yun-Cheng Wu, Hai-Chao Sha et al. · 0 citations
Book Open access Aug 2026

Black-Box Embedding Inversion Attack on Vector Databases

A novel black-box image embedding inversion attack that reconstructs high-fidelity images using only query access to the embedding model or API, and introduces an embedding-guided cross-attention mechanism, where image embeddings serve as conditional signals to steer the generation process.

Lichao Sun, Yuncheng Wu, Haichao Sha et al. · 0 citations

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