Algorithms for Quantum Machine Learning and Its Applications
FOCUS · M64 · ID: 1067442
Presentations
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Quantum Scientific Machine Learning for Multiphysics simulations.
ORAL
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Presenters
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Panagiotis Barkoutsos
- PASQAL SAS
Authors
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Panagiotis Barkoutsos
- PASQAL SAS
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Oleksandr Kyriienko
- University of Exeter
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Vincent E Elfving
- PASQAL SAS
- Qu&Co
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Expressivity of Variational Quantum Machine Learning on the Boolean Cube
ORAL
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Presenters
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Dylan Herman
- JPMorgan Chase, New York, NY, USA
- JPMorgan Chase
Authors
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Dylan Herman
- JPMorgan Chase, New York, NY, USA
- JPMorgan Chase
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Machine Learning for Image Classification on a Trapped Ion Quantum Computer
ORAL
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Presenters
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Jason Iaconis
- IonQ
Authors
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Jason Iaconis
- IonQ
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Sonika Johri
- IonQ
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Sang Hyun Kim
- IonQ
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Sooncheol Park
- Hyundai Motor Company Institute of Advanced Technology Development
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Sangtae Kim
- Hyundai Motor Company Institute of Advanced Technology Development
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Hanlae Jo
- Hyundai Motor Company Institute of Advanced Technology Development
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New Approaches to Hamiltonian Simulation
ORAL · Invited
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Presenters
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Nathan Wiebe
- University of Toronto, Pacific Northwest National Laboratory
- University of Toronto
- Pacific Northwest Natl Lab
Authors
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Nathan Wiebe
- University of Toronto, Pacific Northwest National Laboratory
- University of Toronto
- Pacific Northwest Natl Lab
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Quantifying Quantum Advantage in Topological Data Analysis
ORAL
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Publication: https://arxiv.org/abs/2209.13581
Presenters
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Ryan Babbush
Authors
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Ryan Babbush
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Quantum algorithms for approximate function loading
ORAL
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Publication: -G. Marin-Sanchez, J. Gonzalez-Conde, and M. Sanz, "Quantum algorithms for approximate function loading", ArXiv:2111.07933 (2021).
-J. Gonzalez-Conde, T. W. Watts, and M. Sanz, "Quantum algorithms for approximate complex function loading", In preparation (2023).Presenters
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Javier Gonzalez-Conde
- University of the Basque Country UPV/EH
Authors
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Javier Gonzalez-Conde
- University of the Basque Country UPV/EH
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Gabriel Marin-Sanchez
- University of the Basque Country
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Mikel Sanz
- University of the Basque Country
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Encoding quantum circuits in optimal tensor network structures with gradient descent methods
ORAL
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Publication: Encoding quantum circuits in optimal tensor network structures with gradient descent methods; Sergi Masot-Llima, Sergio Sánchez-Ramírez, Artur García-Saez [Planned paper]
Presenters
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Sergi Masot Llima
- Barcelona Supercomputing Center
Authors
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Sergi Masot Llima
- Barcelona Supercomputing Center
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Feedback-based quantum algorithms
ORAL
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Presenters
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Alicia B Magann
- Sandia National Laboratories
Authors
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Alicia B Magann
- Sandia National Laboratories
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Kenneth Rudinger
- Sandia National Laboratories
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Matthew D Grace
- Sandia National Laboratories
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James B Larsen
- Brigham Young University
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Christian Arenz
- Arizona State University
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Andrew D Baczewski
- Sandia National Laboratories
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Mohan Sarovar
- Sandia National Laboratories
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On nonlinear transformations in quantum computation
ORAL
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Publication: https://doi.org/10.48550/arXiv.2112.12307
Presenters
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Yigit Subasi
- Los Alamos National Laboratory
Authors
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Yigit Subasi
- Los Alamos National Laboratory
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Zoe Holmes
- Los Alamos National Laboratory
- École polytechnique fédérale de Lausanne
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Nolan Coble
- University of Maryland, College Park
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Andrew T Sornborger
- Los Alamos National Laboratory
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Noise-induced barren plateaus in variational quantum algorithms due to non-unital and Hamiltonian control noise
ORAL
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Presenters
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Phattharaporn Singkanipa
- University of Southern California
Authors
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Phattharaporn Singkanipa
- University of Southern California
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Experimental Loading of Normal Probability Distributions to Quantum States
ORAL
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Presenters
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Sonika Johri
- IonQ, Inc
Authors
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Sonika Johri
- IonQ, Inc
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Jason Iaconis
- IonQ
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Elton Zhu
- Fidelity Center for Applied Technology
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The efficient preparation of normal distributions in quantum registers
ORAL
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Publication: Grid-based methods for chemistry simulations on a quantum computer (https://arxiv.org/abs/2202.05864)
Preparing Arbitrary Continuous Functions in Quantum Registers With Logarithmic Complexity (https://arxiv.org/abs/2205.00519)
Application of Quantum Computers in Foreign Exchange Reserves Management (https://arxiv.org/abs/2203.15716)
Efficient quantum interpolation of smooth distributions (https://arxiv.org/abs/2203.06196)
Universal Statistical Simulator (https://arxiv.org/abs/2202.01735)Presenters
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Pierre Minssen
- JPMorgan Chase
Authors
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Pierre Minssen
- JPMorgan Chase
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Marco Pistoia
- JPMorgan Chase, New York, NY, USA
- JPMorgan Chase
- JP Morgan Chase
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Yue Sun
- JPMorgan Chase
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Arthur Rattew
- JPMorgan Chase
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Quantum Metropolis Solver: QMS
ORAL
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Publication: https://arxiv.org/abs/2208.05506
Presenters
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Roberto Campos Ortiz
- University Complutense
Authors
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Roberto Campos Ortiz
- University Complutense
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Pablo Antonio M Casares
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Miguel Angel Martin-Delgado
- Complutense University of Madrid
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