Tuesday, March 15, 2022
3:00PM - 3:12PM
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K09.00001: Finding Spin Glass Ground States Through Deep Reinforcement Learning
Mutian o Shen, Zohar Nussinov, Yang-Yu Liu, Changjun Fan, Yizhou Sun, Zhong Liu
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Tuesday, March 15, 2022
3:12PM - 3:24PM
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K09.00002: The random energy landscape of soft-spin networks and its application to combinatorial optimizations
Atsushi Yamamura, Hideo Mabuchi, Surya Ganguli
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Tuesday, March 15, 2022
3:24PM - 3:36PM
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K09.00003: From classification to models: When do SVMs discover physical features?
Arabind Swain, Ilya M Nemenman
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Tuesday, March 15, 2022
3:36PM - 3:48PM
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K09.00004: Machine learning probing universality class of four models
Lev Shchur, Evgeni Burovski, Vladislav Chertenkov
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Tuesday, March 15, 2022
3:48PM - 4:00PM
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K09.00005: Inverse design of nucleation seeds
Ella M King, Chrisy Xiyu Du, Michael P Brenner
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Tuesday, March 15, 2022
4:00PM - 4:12PM
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K09.00006: Machine learning enabled large-scale quantum kinetic Monte Carlo simulations of the Falicov-Kimball model
Sheng Zhang, Gia-Wei Chern, Puhan Zhang
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Tuesday, March 15, 2022
4:12PM - 4:24PM
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K09.00007: Biased Monte Carlo sampling in RBMs
Beatriz Seoane, Aurélien Decelle, Cyril Furtlehner, Nicolas Bereux
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Tuesday, March 15, 2022
4:24PM - 4:36PM
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K09.00008: Nonequilibrium Monte Carlo for unfreezing variables near computational phase transitions
Masoud Mohseni, Daniel K Eppens, Federico Ricci-Tersenghi, Johan Strumpfer, Alan Ho, Raffaele Marino, Vasil Denchev, Sergei V Isakov, Sergio Boixo, Hartmut Neven
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Tuesday, March 15, 2022
4:36PM - 4:48PM
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K09.00009: Gauge freedoms, symmetries, and the interpretability of sequence-function relationships
Justin B Kinney, Anna Posfai, David M McCandlish
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Tuesday, March 15, 2022
4:48PM - 5:00PM
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K09.00010: Exploring relative advantages of dual vs single dimensionality reduction
Eslam Abdelaleem, K. Michael Martini, Ilya M Nemenman
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Tuesday, March 15, 2022
5:00PM - 5:12PM
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K09.00011: An unsupervised neural network learns reproducible and interpretable representations of active matter systems
Chih-Wei Joshua Liu, Nikta Fakhri, Junang Li, Michal Szurek
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Tuesday, March 15, 2022
5:12PM - 5:24PM
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K09.00012: Criticality in Deep Neural Networks using Jacobian(s)
Darshil H Doshi, Andrey Gromov, Tianyu He
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Tuesday, March 15, 2022
5:24PM - 5:36PM
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K09.00013: Understanding Layer Normalization in Deep Neural Networks
Tianyu He, Darshil H Doshi, Andrey Gromov
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Tuesday, March 15, 2022
5:36PM - 5:48PM
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K09.00014: Information Bottleneck for Data-driven Renormalization without Locality
K. Michael Martini, Joseph L Natale, Ilya M Nemenman
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