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U24.00001: A nonlinear and statistical physics approach to machine learning electronic hardware
Daniel Lathrop, Liam Shaughnessy, Brian Hunt, Heidi Komkov, Alessandro Restelli
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U24.00002: Reservoir Computer Optimization for Parity Checking
Wendson Barbosa, Guilhem Ribeill, Minh-Hai Nguyen, Thomas A Ohki, Graham E Rowlands, Daniel J Gauthier
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U24.00003: Using Machine Learning to Infer Composition of Complex Chemical Mixtures
Unab Javed, Kannan P Ramaiyan, Cortney R Kreller, Eric L Brosha, Rangachary Mukundan, Alexandre Morozov
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U24.00004: Deep generative spin-glass models with normalizing flows
Masoud Mohseni, Gavin Hartnett
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U24.00005: A Continuous Formulation of Discrete Spin-Glass Systems
Gavin Hartnett, Masoud Mohseni
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U24.00006: Machine-learning the DFT of a classical statistical-mechanical system
Petr Yatsyshin, Andrew Duncan, Serafim Kalliadasis
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U24.00007: Dynamical loss functions for Machine Learning
Miguel Ruiz Garcia, Ge Zhang, Samuel Schoenholz, Andrea Jo-Wei Liu
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U24.00008: A mechanical model for supervised learning
Menachem Stern, Chukwunonso Arinze, Leron Perez, Stephanie Palmer, Arvind Murugan
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U24.00009: Quantifying statistical mechanical learning in a many-body system with machine learning
Weishun Zhong, Jacob M Gold, Sarah Marzen, Jeremy L England, Nicole Yunger Halpern
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U24.00010: Information-bottleneck renormalization group for self-supervised representation learning
Vudtiwat Ngampruetikorn, William S Bialek, David J. Schwab
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U24.00011: On matching symmetries and information between training time series and machine dynamics.
Jan Engelbrecht, Owen Tong Yang, Renato Mirollo
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U24.00012: Deep Learning on the 2-Dimensional Ising Model to Extract the Crossover Region
Nicholas Walker, Ka-Ming Tam, Mark Jarrell
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U24.00013: Training and classification using Restricted Boltzmann Machine (RBM) on the D-Wave 2000Q
Vivek Dixit, Sabre Kais, Muhammad A Alam
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U24.00014: Statistical Physics Analysis of Training of Restricted Boltzmann Machines
Sangchul Oh, Abdelkader Baggag
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U24.00015: Mode-Assisted Unsupervised Learning of Restricted Boltzmann Machines
Haik Manukian, Yan Ru Pei, Sean Bearden, Massimiliano Di Ventra
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