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Quantum error correction can constantly recalibrate a processor

Quantum error correction can constantly recalibrate a processor

Summary

Google has developed a method to continuously recalibrate quantum processors while they run calculations. This technique uses the same data from error correction to detect calibration errors and applies a type of machine learning called reinforcement learning to adjust settings in real-time.

Key Facts

  • Quantum processors use qubits, which must be carefully calibrated to reduce errors.
  • Traditional calibration stops computations to retune the system, which is not practical for long calculations.
  • Google uses transmon qubits controlled by microwave pulses that can experience drift, causing errors.
  • The system detects errors through error correction codes that monitor groups of qubits.
  • Calibration errors produce specific patterns in error data that can be distinguished from random errors.
  • Reinforcement learning tests slight changes in control settings and learns which reduce errors best.
  • This recalibration happens during computing without stopping the quantum calculation.
  • The method was demonstrated on two logical qubits using different error correction schemes.
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