Quantum Machine Learning I
FOCUS · D73 · ID: 1067460
Presentations
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Using Quantum Circuits with Convolutional Neural Networks for Multi-Object Detection and Classification
ORAL
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Presenters
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Mandeep Saggi
Purdue University
Authors
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Mandeep Saggi
Purdue University
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Sabre Kais
Purdue University
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Quantum natural language processing applications on high-performance computing systems and quantum devices
ORAL
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Presenters
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Eduardo A Coello Perez
Oak Ridge National Laboratory
Authors
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Eduardo A Coello Perez
Oak Ridge National Laboratory
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In-Saeng Suh
Oak Ridge National Laboratory
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Prasanna Date
Oak Ridge National Lab, Oak Ridge National Laboratory
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John P Gounley
Oak Ridge National Laboratory
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Mayanka Chandra Shekar
Oak Ridge National Laboratory
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Kathleen Hamilton
Oak Ridge National Laboratory
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Parameterized quantum circuits for reinforcement learning of classical rare dynamics
ORAL
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Presenters
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Alissa Wilms
Freie Universität Berlin
Authors
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Sumeet Khatri
Freie Universität Berlin
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Alissa Wilms
Freie Universität Berlin
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Laura Ohff
Otto-Friedrich Universität Bamberg
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Andrea Skolik
Leiden University
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Jens Eisert
Freie Universität Berlin
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Hybrid Classical-Quantum Machine Learning for Image Recognition on CIFAR-10
ORAL
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Presenters
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Nicholas S Shorter
Lockheed Martin - MFC
Authors
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Julia Kwok
Lockheed Martin - MFC
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Nicholas S Shorter
Lockheed Martin - MFC
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Danielle M Couger
Lockheed Martin - HQ
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Joshua A Job
Lockheed Martin - Palo Alto, Lockheed Martin, Lockheed Martin - Space
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Steven H Adachi
Lockheed Martin - Space
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Derek K Wise
Lockheed Martin - HQ
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Spectral asymmetry of quantum feature maps with real world classical data
ORAL
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Presenters
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Mekena L Metcalf
HSBC
Authors
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Mekena L Metcalf
HSBC
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Jorja J Kirk
HSBC
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The Complexity of NISQ
ORAL · Invited
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Publication: Preprint: https://arxiv.org/abs/2210.07234
Presenters
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Jordan Cotler
Harvard University
Authors
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Jordan Cotler
Harvard University
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Expressivity and generalization error of projected fidelity quantum kernels
ORAL
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Presenters
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Beng Yee Gan
Centre for Quantum Technologies
Authors
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Beng Yee Gan
Centre for Quantum Technologies
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Supanut Thanasilp
Natl Univ of Singapore, Centre for Quantum Technologies
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Daniel Leykam
Centre for Quantum Technologies
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Dimitris G Angelakis
Centre for Quantum Technologies
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Generalization of Quantum Kernel Methods
ORAL
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Publication: Abdulkadir Canatar, Evan Peters, Cengiz Pehlevan, Stefan M. Wild, Ruslan Shaydulin. Bandwidth Enables Generalization in Quantum Kernel Models. Preprint: arXiv:2206.06686
Presenters
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Ruslan Shaydulin
JPMorgan Chase
Authors
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Ruslan Shaydulin
JPMorgan Chase
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Abdulkadir Canatar
Harvard University
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Evan Peters
University of Waterloo
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Cengiz Pehlevan
Harvard University
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Stefan M Wild
Argonne National Laboratory
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Numerical evidence against advantage with quantum fidelity kernels on classical data
ORAL
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Presenters
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Lucas Slattery
University of Illinois at Urbana-Champai
Authors
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Lucas Slattery
University of Illinois at Urbana-Champai
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Ruslan Shaydulin
JPMorgan Chase
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Shouvanik Chakrabarti
JPMorgan Chase
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Sami Khairy
Argonne National Laboratory
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Stefan M Wild
Argonne National Laboratory
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Marco Pistoia
JPMorgan Chase, New York, NY, USA, JPMorgan Chase, JP Morgan Chase
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Exponential concentration and untrainability in quantum kernel methods
ORAL
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Publication: arXiv:2208.11060
Presenters
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Supanut Thanasilp
Natl Univ of Singapore, Centre for Quantum Technologies
Authors
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Supanut Thanasilp
Natl Univ of Singapore, Centre for Quantum Technologies
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Samson Wang
Imperial College London
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Marco Cerezo
Los Alamos National Laboratory
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Zoe Holmes
Los Alamos National Laboratory, École polytechnique fédérale de Lausanne
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Synergy Between Quantum Circuits and Tensor Networks: Short-cutting the Race to Practical Quantum Advantage (Part 1)
ORAL
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Publication: Part 1: https://arxiv.org/abs/2208.13673<br>Part 2: https://arxiv.org/abs/2209.00595
Presenters
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Manuel S Rudolph
Zapata Computing Inc./ EPFL
Authors
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Manuel S Rudolph
Zapata Computing Inc./ EPFL
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Jacob E Miller
Zapata Computing, Zapata Computing Inc.
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Jing Chen
Zapata Computing Inc., Zapata Computing Inc, Zapata Computing
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Atithi Acharya
Rutgers University, Zapata Computing, Rutgers University
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Alejandro Perdomo-Ortiz
Zapata Computing Inc, Zapata Computing
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Synergy Between Quantum Circuits and Tensor Networks: Short-cutting the Race to Practical Quantum Advantage (Part 2)
ORAL
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Publication: Part 1: https://arxiv.org/abs/2208.13673<br>Part 2: https://arxiv.org/abs/2209.00595
Presenters
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Jacob E Miller
Zapata Computing, Zapata Computing Inc.
Authors
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Jacob E Miller
Zapata Computing, Zapata Computing Inc.
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Manuel S Rudolph
Zapata Computing Inc./ EPFL
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Jing Chen
Zapata Computing Inc., Zapata Computing Inc, Zapata Computing
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Atithi Acharya
Rutgers University, Zapata Computing, Rutgers University
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Alejandro Perdomo-Ortiz
Zapata Computing Inc, Zapata Computing
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