PPMI: Privacy-Preserving LLM Interaction with Socratic Chain-of-Thought Reasoning and Homomorphically Encrypted Vector Databases — mentioned by cloneisme

Tue, 03 Feb 2026 17:42:11 GMT

Thanks for the interest. HEVEC uses partial homomorphic encryption, not FHE. It supports only the operations needed for an encrypted vector database (search, insert, delete, etc.), which keeps performance practical. Implementation details are in our paper: https://arxiv.org/abs/2506.17336 Happy to elaborate if helpful.

Paper and discussion history. A mention is not an endorsement.

PPMI: Privacy-Preserving LLM Interaction with Socratic Chain-of-Thought Reasoning and Homomorphically Encrypted Vector Databases · HackerPapers discussions

PPMI: Privacy-Preserving LLM Interaction with Socratic Chain-of-Thought Reasoning and Homomorphically Encrypted Vector Databases — mentioned by cloneisme