AI, ML, and Data Science for Quantum Systems
FOCUS · B18 · ID: 2155860
Presentations
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Advancements in the Autonomous Tuning of Semiconductor-based Qubits
ORAL
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Presenters
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Jonas Schuff
- University of Oxford
Authors
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Jonas Schuff
- University of Oxford
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Miguel J Carballido
- University of Basel
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David L Craig
- University of Oxford
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Taras Patlatiuk
- University of Basel
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Dominik M Zumbuhl
- University of Basel
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Natalia Ares
- University of Oxford
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Principled approach to automatically annotating charge stability diagrams
ORAL
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Presenters
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Justyna P Zwolak
- National Institute of Standards and Technology
Authors
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Justyna P Zwolak
- National Institute of Standards and Technology
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Brian Weber
- Intelligent Geometries, LLC
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Florian Luthi
- Intel Corporation
- Intel Corporation, Hillsboro
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Felix Borjans
- Intel Corporation, Hillsboro
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Deep Reinforcement Learning for Robust Dynamical Decoupling
ORAL
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Presenters
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George Witt
- University of Maryland, College Park
Authors
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George Witt
- University of Maryland, College Park
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Jner Tzern Oon
- University of Maryland, College Park
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Connor A Hart
- University of Maryland, College Park
- University of Maryland
- Quantum Catalyzer
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Ronald L Walsworth
- University of Maryland, College Park
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Fully automated coldstart protocol for semiconductor quantum dot tune-up
ORAL
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Publication: Paper in preparation
Presenters
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Torbjørn Rasmussen
- University of Copenhagen
Authors
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Torbjørn Rasmussen
- University of Copenhagen
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Anton Zubchenko
- University of Copenhagen
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Danielle J Middlebrooks
- NIST
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Lara Lausen
- University of Copenhagen
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Ferdinand Kuemmeth
- Niels Bohr Institute, University of Copenhagen
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Justyna P Zwolak
- National Institute of Standards and Technology
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Anasua Chatterjee
- Univ of Copenhagen
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Rapid Characterization of Spin Qubit Systems Using Open Source Resources
ORAL
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Presenters
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Daniel P Mark
- Argonne National Lab
- Argonne National Laboratory
Authors
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Daniel P Mark
- Argonne National Lab
- Argonne National Laboratory
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Christopher Egerstrom
- University of Chicago and Argonne National Laboratory
- University of Chicago
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Jonathan C Marcks
- Argonne National Laboratory
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Jacob Feder
- University of Chicago
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Nazar Delegan
- Argonne National Laboratory
- Argonne
- University of Chicago
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Jiefei Zhang
- Argonne National Laboratory
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David D Awschalom
- University of Chicago
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Paul M Kairys
- Argonne National Laboratory
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F. Joseph F Heremans
- Argonne National Laboratory
- Argonne National Lab
- Argonne
- University of Chicago
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Simulation-Driven Bayesian Hamiltonian Learning for Autonomous Characterization and Control of Spin-Defects
ORAL
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Presenters
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Paul M Kairys
- Argonne National Laboratory
Authors
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Paul M Kairys
- Argonne National Laboratory
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Jonathan C Marcks
- Argonne National Laboratory
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Daniel P Mark
- Argonne National Lab
- Argonne National Laboratory
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Christopher Egerstrom
- University of Chicago and Argonne National Laboratory
- University of Chicago
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Nazar Delegan
- Argonne National Laboratory
- Argonne
- University of Chicago
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Jiefei Zhang
- Argonne National Laboratory
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David D Awschalom
- University of Chicago
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F. Joseph F Heremans
- Argonne National Laboratory
- Argonne National Lab
- Argonne
- University of Chicago
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Automated Tune-Up of Poor Man's Majorana's In a two-Site Kitaev Chain Using a Neural Network
ORAL
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Presenters
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David van Driel
- Delft University of Technology
Authors
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David van Driel
- Delft University of Technology
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Rouven A Koch
- Aalto University
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Bas Ten Haaf
- Delft University of Technology
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Vincent Sietses
- Delft University of Technology
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Chunxiao Liu
- Delft University of Technology
- University of Maryland, College Park
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Michael Wimmer
- Delft University of Technology
- QuTech and Kavli Institute for Nanoscience, TU Delft
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Eliska Greplova
- Delft University of Technology
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Srijit Goswami
- Delft University of Technology
- QuTech
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Jose Lado
- Aalto University
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Leo P Kouwenhoven
- Delft University of Technology
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Optimizing High-Fidelity Readout Circuit Using Reinforcement Learning Methods
ORAL
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Presenters
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Harry S Chalfin
- University of Maryland
Authors
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Harry S Chalfin
- University of Maryland
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Tommy O Boykin II
- Joint Quantum Institute, University of Maryland,College Park
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Michael D Stewart
- National Institute of Standards and Tech
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Michael J Gullans
- Joint Center for Quantum Information and Computer Science
- Joint Center for Quantum Information and Computer Science, University of Maryland and NIST
- Joint Center for Quantum Information and Computer Science (QuICS)
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Justyna P Zwolak
- National Institute of Standards and Technology
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Feedback-based calibration for tuning and drift control of a trapped-ion quantum processor
ORAL
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Publication: In preparation: Feedback-Based Calibration for Rapid Tuning and Drift Control of Quantum Processors
Presenters
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Nathan E Miller
- Georgia Institute of Technology
Authors
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Nathan E Miller
- Georgia Institute of Technology
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Alicia B Magann
- Sandia National Laboratories
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Robin J Blume-Kohout
- Sandia National Laboratories
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Kevin Young
- Sandia National Laboratories
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Predicting the electronic structure of matter at scale with machine learning
ORAL · Invited
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Publication: [1] L. Fiedler, K. Shah, M. Bussmann, A. Cangi, Phys. Rev. Materials, 6, 040301 (2022)
[2] A. Cangi, J. A. Ellis, L. Fiedler, D. Kotik, N. A. Modine, V. Oles, G. A. Popoola, S. Rajamanickam, S. Schmerler, J. A. Stephens, A. P. Thompson, Phys. Rev. B 104, 035120 (2021). [3] J. Ellis, L. Fiedler, G. Popoola, N. Modine, J. Stephens, A. Thompson, A. Cangi, S. Rajamanickam, Phys. Rev. B, 104, 035120 (2021)
[4] L. Fiedler, N. Hoffmann, P. Mohammed, G. Popoola, T. Yovell, V. Oles, J. Austin Ellis, S. Rajamanickam, A. Cangi, Mach. Learn.: Sci. Technol., 3, 045008 (2022)
[5] L. Fiedler, N. Modine, S. Schmerler, D. Vogel, G. Popoola, A. Thompson, S. Rajamanickam, A. Cangi, npj. Comput. Mater., 9, 115 (2023)Presenters
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Attila Cangi
- Helmholtz Zentrum Dresden-Rossendorf
Authors
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Attila Cangi
- Helmholtz Zentrum Dresden-Rossendorf
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Unsupervised detection of quantum phases and their local order parameters from projective measurements
ORAL
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Presenters
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Kacper J Cybinski
- University of Warsaw
Authors
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Kacper J Cybinski
- University of Warsaw
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James Enouen
- University of Southern California
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Antoine Georges
- College de France
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Anna Dawid
- Flatiron Institute
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Towards learning the disordered Hamiltonian with graph neural networks from experimental snapshots
ORAL
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Presenters
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Anna Dawid
- Flatiron Institute
Authors
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Anna Dawid
- Flatiron Institute
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Joseph A Tindall
- Simons Foundation
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Anirvan M Sengupta
- Rutgers University, New Brunswick
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Antoine Georges
- College de France
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