RootGuard delivers turn-invariant privacy for multi-turn agents by noising root private attributes once and applying deterministic post-processing to all derived releases.
Pufferfish privacy mechanisms for correlated data
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Dependency-Aware Privacy for Multi-turn Agents
RootGuard delivers turn-invariant privacy for multi-turn agents by noising root private attributes once and applying deterministic post-processing to all derived releases.