MNC binds LLM-agent disclosures to recipient, purpose, lifetime, logging, memory, and forwarding scopes, and its monitor enforces them, cutting excess inference leakage from internal agent channels.
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MNC: Scope-Bound Semantic Declassification for Private LLM-Agent Communication
MNC binds LLM-agent disclosures to recipient, purpose, lifetime, logging, memory, and forwarding scopes, and its monitor enforces them, cutting excess inference leakage from internal agent channels.