We establish a quantum Fisher information (QFI) duality for distributed quantum sensor networks with local phase encoding. For any -qubit probe state, where denotes the number of sensors, for all unit orthogonal sensing directions and , with equality for all equatorial states when and for Greenberger–Horne–Zeilinger (GHZ) states when . Heisenberg-limited precision for direction , , saturates the bound and simultaneously forces zero QFI for all other independent directions. This can be interpreted as the condition for parameter privacy in distributed quantum sensing: attaining Heisenberg-limited precision for the sensing target renders all alternative privacy-intrusive estimations impossible.

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