Paper proposes signed private retrieval against agent memory poisoning
The design uses a local Horn-clause reasoner and an externally signed knowledge base with k-anonymity or IT-PIR.
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Holo-NN proposes private nearest-neighbor search via compressive sensing
Encrypted queries reduce to one matrix-vector multiply, without FHE bootstrapping, interaction, or a client index.