The trusted phase noise model for continuous-variable quantum key distribution protocol with a real local oscillator (LLO CVQKD) has been established recently, which can lead to a better quantum key distribution (QKD) performance by moving part of the phase noise from the untrusted channel-added noise to the trusted detector-added noise. However, the calibration of the trusted phase noise is related to the intensity of the phase-reference pulse, which can be used by the eavesdropper to hack the QKD system. Here, we present a polarization attack scheme against the phase-reference pulse. In practical LLO CVQKD systems, only a part of the phase-reference pulses are used to measure and compensate for the polarization drift of the signal pulses due to the limitation of polarization measurement. We show that Eve can manipulate the polarization of the unmeasured part of the phase-reference pulses to control the trusted phase noise. Simulations show that improving the polarization measurement ratio to 100% or monitoring the phase-reference pulse intensity in real time is necessary to guarantee the security of the practical LLO CVQKD system.
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