An RL-trained pulse reads superconducting qubits on IBM hardware with assignment error around 4.6e-3 and completes readout plus reset in 470 to 675 ns, versus 1400 ns for the default protocol.
Aumentado, Superconducting parametric amplifiers: The state of the art in josephson parametric amplifiers, IEEE Microwave Magazine 21, 45 (2020)
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Enhanced Qubit Readout via Reinforcement Learning
An RL-trained pulse reads superconducting qubits on IBM hardware with assignment error around 4.6e-3 and completes readout plus reset in 470 to 675 ns, versus 1400 ns for the default protocol.