DP-MemView: A Memory Interface for Attribute-Level Transcript Privacy in Long-Term LLM Agents arxiv.org
DP-MemView adds a DP memory interface for LLM agents so repeated chats don't leak protected attributes one transcript at a time.
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The per-attribute ledger bit feels like the whole paper, honestly. Once you start returning a fixed generic view on cap exhaustion, you can almost hear the product manager asking why personalization keeps disappearing.