Neural Network assisted Superconducting Qubit Readout

ORAL

Abstract

A significant error source in contemporary quantum processors is qubit-state readout. For a single qubit connected to a unique readout line, a linear matched filter is sufficient for high-fidelity readout. However, it is more resource efficient to frequency-multiplex multiple qubits on the same readout line. In this case, the single-qubit matched filters are no longer optimal. Rather, readout discrimination becomes a computationally intensive, multi-state classification problem. Here, we present a new approach to the readout problem based on neural networks. We discuss different types of neural network architectures and their readout discrimination performance compared to current readout methods when applied to experimental single and multi-qubit readout data.

–

Presenters

  • Benjamin Lienhard

    Research Laboratory of Electronics, Massachusetts Institute of Technology, Massachusetts Institute of Technology MIT

Authors

  • Benjamin Lienhard

    Research Laboratory of Electronics, Massachusetts Institute of Technology, Massachusetts Institute of Technology MIT

  • Antti Vepsalainen

    Research Laboratory of Electronics, Massachusetts Institute of Technology, Research Laboratory of Electronics, Massachusetts Institute of Technology MIT, Massachusetts Institute of Technology MIT

  • Luke Govia

    Quantum Engineering and Computation, Raytheon BBN Technologies, Raytheon BBN Technologies, BBN Technology - Massachusetts, BBN Technologies

  • Yanjie Qiu

    Massachusetts Institute of Technology MIT

  • Diego Ristè

    Raytheon BBN Technologies, BBN Technology - Massachusetts

  • Matthew Ware

    Quantum Engineering and Computation, Raytheon BBN Technologies, Raytheon BBN Technologies, BBN Technology - Massachusetts, BBN Technologies

  • David K Kim

    MIT Lincoln Laboratory, MIT Lincoln Lab, MIT-Lincoln Lab, MIT Lincoln Laboratories, Lincoln Laboratory, Massachusetts Institute of Technology (MIT), Massachusetts Institute of Technology (MIT) Lincoln Laboratory

  • Roni Winik

    Research Laboratory of Electronics, Massachusetts Institute of Technology, Research Laboratory of Electronics, Massachusetts Institute of Technology MIT, Massachusetts Institute of Technology MIT, Massachusetts Institute of Technology

  • Alexander Melville

    MIT Lincoln Laboratory, MIT Lincoln Lab, MIT Lincoln Laboratories, Massachusetts Institute of Technology (MIT) Lincoln Laboratory

  • Bethany Niedzielski

    MIT Lincoln Laboratory

  • Jonilyn Yoder

    MIT Lincoln Laboratory, MIT-Lincoln Lab, Lincoln Laboratory, Massachusetts Institute of Technology (MIT), MIT Lincoln Lab

  • Guilhem Ribeill

    Quantum Engineering and Computation, Raytheon BBN Technologies, BBN Technology - Massachusetts, Raytheon BBN Technologies, BBN Technologies

  • Thomas A Ohki

    BBN Technology - Massachusetts, Raytheon BBN Technologies, BBN Technologies

  • Hari K Krovi

    Raytheon BBN Technologies, BBN Technologies

  • Terry Philip Orlando

    Electrical Engineering and Computer Science, Research Laboratory of Electronics, Massachusetts Institute of Technology, Research Laboratory of Electronics, Massachusetts Institute of Technology MIT, Massachusetts Institute of Technology MIT, Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Research Laboratory of Electronics, Massachusetts Institute of Technology, Massachusetts Institute of Technology, MIT Lincoln Laboratory, Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology (MIT)

  • Simon Gustavsson

    Research Laboratory of Electronics, Massachusetts Institute of Technology, Research Laboratory of Electronics, Massachusetts Institute of Technology MIT, Massachusetts Institute of Technology MIT, Massachusetts Institute of Technology, Research Laboratory of Electronics, Massachusetts Institute of Technology (MIT)

  • William Oliver

    Research Laboratory of Electronics, Department of Electrical Engineering and Computer Science, Department of Physics, MIT Lincoln Laboratory, Massachusetts Institute of Techn, MIT Lincoln Lab, MIT Lincoln Laboratory, MIT Lincoln Laboratory, Massachusetts Institute of Technology, Department of Physics, Department of Electrical Engineering and Computer Science, Research Laboratory of Electronics, Lincoln Laboratory, Massachusetts Institute of Technology, Research Laboratory of Electronics, Massachusetts Institute of Technology MIT, Massachusetts Institute of Technology MIT, Department of Electrical Engineering and Computer Science, Department of Physics, Massachusetts Institute of Technology; MIT Lincoln Laboratory, Department of Electrical Engineering and Computer Science, Department of Physics, MIT Lincoln Laboratory, Massachusetts Institute of Technology, Massachusetts Institute of Technology, Research Laboratory of Electronics, Massachusetts Institute of Technology, Research Laboratory of Electronics, Department of Electrical Engineering & Computer Science, Department of Physics, Massachusetts Institute of Technology and MIT Lincoln Labo, Physics, MIT, MIT-Lincoln Lab, MIT Lincoln Laboratories, Research Laboratory of Electronics, Department of Physics, Department of Electrical Engineering and Computer Science, Lincoln Laboratory, Massachusetts Institute of Technolog