PrivDrift: Auditing User-Secret Leakage Under Topic Drift in Active LLM Conversations.

arXiv:2609.30094v2 Announce Type: replace Abstract: Large language models increasingly operate as persistent assistants in user-facing, shared-session, and tool-augmented settings. When users disclose sensitive information during an active conversation, that i