Thursday, March 17, 2022
11:30AM - 11:42AM
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T37.00001: Theory of overparametrization in quantum neural networks
Martin Larocca, Marco Cerezo, Patrick J Coles, Diego García-Martín, Nathan Ju
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Thursday, March 17, 2022
11:42AM - 11:54AM
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T37.00002: Experimentally Realizable Continuous-variable Quantum Neural Networks
Shikha Bangar, Kubra Yeter-Aydeniz, George Siopsis
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Thursday, March 17, 2022
11:54AM - 12:06PM
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T37.00003: Classifying Many-Body Wavefunctions by Means of a Quantum Convolutional Neural Network
Nathaniel A Wrobel, Juana Moreno, Ka-Ming Tam, Anshumitra Baul
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Thursday, March 17, 2022
12:06PM - 12:18PM
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T37.00004: Diagnosing barren plateaus with tools from quantum optimal control
Marco Cerezo, Piotr J Czarnik, Kunal Sharma, Gopikrishnan Muraleedharan, Patrick J Coles, Martin Larocca
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Thursday, March 17, 2022
12:18PM - 12:30PM
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T37.00005: Avoiding The Barren Plateau in the Variational Quantum Circuits With Bayesian Learning
Ali Izadi Rad
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Thursday, March 17, 2022
12:30PM - 12:42PM
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T37.00006: A novel approach to time series modeling using quantum generative netoworks
Pooja Rao, Santosh Radha
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Thursday, March 17, 2022
12:42PM - 1:18PM
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T37.00007: Barren plateaus preclude learning scramblers
Invited Speaker:
ZOE HOLMES
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Thursday, March 17, 2022
1:18PM - 1:30PM
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T37.00008: Storage capacity and learning capability of quantum neural networks
Aikaterini Gratsea, Valentin Kasper, Maciej A Lewenstein, Anna Sanpera, Albert Alloy, Andreu Riera-Campeny
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Thursday, March 17, 2022
1:30PM - 1:42PM
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T37.00009: Realization of a quantum neural network by repeat-until-success circuits in a superconducting quantum processor
Miguel S. Moreira, Gian Giacomo Guerreschi, Wouter J Vlothuizen, Jeroen van Straten, Hans van Someren, Jorge F Marques, Hany Ali, Nandini Muthusubramanian, Christos Zachariadis, Marc Beekman, Nadia Haider, Alessandro Bruno, Carmina G Almudever, Anne Y Matsuura, Leonardo DiCarlo
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Thursday, March 17, 2022
1:42PM - 1:54PM
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T37.00010: Realizing Quantum Convolutional Neural Networks on a Superconducting Quantum Processor to Recognize Quantum Phases
Johannes Herrmann, Sergi Masot Llima, Ants Remm, Petr Zapletal, Nathan A McMahon, Colin Scarato, Francois Swiadek, Christian Kraglund Andersen, Christoph Hellings, Sebastian Krinner, Nathan Lacroix, Stefania Lazar, Michael Kerschbaum, Dante Colao Zanuz, Graham J Norris, Michael J Hartmann, Andreas Wallraff, Christopher Eichler
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Thursday, March 17, 2022
1:54PM - 2:06PM
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T37.00011: Shortening Quantum Convolutional Neural Networks to Constant Depth
Nathan A McMahon, Petr Zapletal, Michael J Hartmann
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Thursday, March 17, 2022
2:06PM - 2:18PM
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T37.00012: Evaluating Generalization in Classical and Quantum Generative Machine Learning Models: Part I
Marta Mauri, Kaitlin M Gili, Alejandro Perdomo-Ortiz
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Thursday, March 17, 2022
2:18PM - 2:30PM
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T37.00013: Evaluating Generalization in Classical and Quantum Generative Machine Learning Models: Part II
Kaitlin M Gili, Marta Mauri, Alejandro Perdomo-Ortiz
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