Bulletin of the American Physical Society
APS March Meeting 2022
Volume 67, Number 3
Monday–Friday, March 14–18, 2022; Chicago
Session Index
Session S37: Quantum Machine Learning IFocus Session Recordings Available
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Show Abstracts |
Sponsoring Units: DQI GDS Chair: Zoe Holmes, Los Alamos National Laboratory Room: McCormick Place W-194B |
Thursday, March 17, 2022 8:00AM - 8:12AM |
S37.00001: Representation Learning via Quantum Neural Tangent Kernels Junyu Liu, Francesco Tacchino, Jennifer R Glick, Liang Jiang, Antonio Mezzacapo | |
Thursday, March 17, 2022 8:12AM - 8:24AM |
S37.00002: Importance of Kernel Bandwidth in Quantum Machine Learning Ruslan Shaydulin, Stefan Wild | |
Thursday, March 17, 2022 8:24AM - 8:36AM |
S37.00003: Quantum Enhanced Optimization for Industrial-Scale Problems William P Banner, Tim Menke, Shima B Hadiashar, Grzegorz Mazur, Marcin Ziolkowski, Ken Kennedy, Jeffrey A Grover, Jhonathan Romero, William D Oliver | |
Thursday, March 17, 2022 8:36AM - 8:48AM |
S37.00004: Generative Quantum Learning of Joint Probability Distribution Functions Sonika Johri, Elton Zhu, Dave Bacon, Mert Esencan, Jungsang Kim, Mark Muir, Nikhil Murgai, Jason Nguyen, Neal Pisenti, Adam Schouela, Ksenia Sosnova, Ken Wright | |
Thursday, March 17, 2022 8:48AM - 9:00AM |
S37.00005: Learning exotic phases of matter via hidden Born Machines Khadijeh Najafi, Abigail McClain Gomez, Susanne F Yelin | |
Thursday, March 17, 2022 9:00AM - 9:12AM |
S37.00006: Quantum kernels for electronic health records classification Omar Shehab, Zoran Krunic, Frederik Floether, George Seegan, Nate Earnest-Noble | |
Thursday, March 17, 2022 9:12AM - 9:48AM |
S37.00007: Covariant quantum kernels for data with group structure Invited Speaker: Jennifer R Glick | |
Thursday, March 17, 2022 9:48AM - 10:00AM |
S37.00008: Direct implementation of a perceptron in superconducting circuit quantum hardware Stefan Filipp, Marek Pechal, Federico Roy, Samuel A Wilkinson, Gian Salis, Max Werninghaus, Michael J Hartmann | |
Thursday, March 17, 2022 10:00AM - 10:12AM |
S37.00009: On the Expressive Power of Quantum versus Classical Generative Models Luis Serrano, Alejandro Perdomo-Ortiz | |
Thursday, March 17, 2022 10:12AM - 10:24AM |
S37.00010: Classification using quantum similarity learning Casey Jao, Santosh Radha | |
Thursday, March 17, 2022 10:24AM - 10:36AM |
S37.00011: Compression and dimensionality reduction techniques for Quantum Machnine Learning applications in High Energy Physics Panagiotis Barkoutsos, Denis-Patrick Odagiu, Vasileios Belis, Lennart Schulze, Christina Reissel, Elias Fernandez-Combarro Alvarez, Jennifer R Glick, Sofia Vallecorsa, Guenther Dissertori, Ivano Tavernelli | |
Thursday, March 17, 2022 10:36AM - 10:48AM |
S37.00012: Machine learning phase transitions in a scalable manner Marina Krstic Marinkovic, Arturo DeGiorgi |
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