APS March Meeting 2020
Volume 65, Number 1
Monday–Friday, March 2–6, 2020;
Denver, Colorado
Session Index
Session L39: Machine Learning for Quantum Matter I
Focus Session
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Show Abstracts |
Sponsoring Units: DCOMP GDS DMP
Chair: Miles Stoudenmire, Simons Foundation
Room: 703
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L39.00001: Classifying Snapshots of the Doped Hubbard Model with Machine Learning
Invited Speaker:
Annabelle Bohrdt
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L39.00002: AI Assisted Discovery in Quantum Gas Microscope Images
Elmer Guardado-Sanchez, Benjamin M Spar, Juan Carrasquilla, Richard Theodore Scalettar, Waseem S Bakr, Ehsan Khatami
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L39.00003: Unsupervised machine learning of topological phase transitions
Joaquin Rodriguez Nieva, Mathias Scheurer
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L39.00004: Classification of optical quantum states using machine learning
Shahnawaz Ahmed, Carlos Sánchez Muñoz, Franco Nori, Anton Frisk Kockum
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L39.00005: Unsupervised learning of quantum phase transitions using nonlinear dimension reduction methods
Alexander Lidiak, Zhexuan Gong
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L39.00006: Machine learning the Mattis glass transformation
Daniel Lozano-Gomez, Darren Pereira, Michel J P Gingras
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L39.00007: Augmenting machine learning algorithms with the addition of a physics based intelligence prior
Christopher Singh, Matthew Redell, Mohannad Elhamod, Jie Bu, Anuj Karpatne, Wei-Cheng Lee
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L39.00008: Adversarial machine learning for modeling the distribution of large-scale ultracold atom experiments
Corneel Casert, Kyle Mills, Tom Vieijra, Jan Ryckebusch, Isaac Tamblyn
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L39.00009: Using Convolutional Neural Networks to analyze phase transitions and calculate critical exponents
Nishad Maskara, Evert Van Nieuwenburg, Manuel Endres
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L39.00010: Unsupervised learning of topological indices
Oleksandr Balabanov, Mats Granath
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L39.00011: Machine Learning based BCS superconductivity Predictor from Normal State Properties
Fei Han, Nina Andrejevic, Thanh Nguyen, Quynh Nguyen, Shreya Parjan, Mingda Li
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L39.00012: Unlocking quantum critical phenomena with physics guided artificial intelligence
Christopher Singh, Matthew Redell, Mohannad Elhamod, Jie Bu, Wei-Cheng Lee, Anuj Karpatne
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L39.00013: Neural-Network Approach to Dissipative Quantum Many-Body Dynamics
Michael Hartmann, Giuseppe Carleo
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