Equilibrium and non-Equilibrium regimes in the learning of Restricted
Boltzmann Machines

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Equilibrium and non-Equilibrium regimes in the learning of Restricted Boltzmann Machines

28 May 2021

Cyril Furtlehner

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Papers citing "Equilibrium and non-Equilibrium regimes in the learning of Restricted Boltzmann Machines"

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Title
Cascade of phase transitions in the training of Energy-based models Dimitrios Bachtis Giulio Biroli A. Decelle Beatriz Seoane 79 4 0 23 May 2024
Generative modeling through internal high-dimensional chaotic activity Samantha J. Fournier Pierfrancesco Urbani 79 1 0 17 May 2024
Sparse generative modeling via parameter-reduction of Boltzmann machines: application to protein-sequence families Pierre Barrat-Charlaix Anna Paola Muntoni Kai Shimagaki M. Weigt F. Zamponi 48 18 0 23 Nov 2020
The Accuracy of Restricted Boltzmann Machine Models of Ising Systems D. Yevick R. Melko AI4CE 28 11 0 27 Apr 2020
'Place-cell' emergence and learning of invariant data with restricted Boltzmann machines: breaking and dynamical restoration of continuous symmetries in the weight space Moshir Harsh J. Tubiana Simona Cocco R. Monasson 47 15 0 30 Dec 2019
Learning Non-Convergent Non-Persistent Short-Run MCMC Toward Energy-Based Model Erik Nijkamp Mitch Hill Song-Chun Zhu Ying Nian Wu 89 213 0 22 Apr 2019
On the Anatomy of MCMC-Based Maximum Likelihood Learning of Energy-Based Models Erik Nijkamp Mitch Hill Tian Han Song-Chun Zhu Ying Nian Wu 63 156 0 29 Mar 2019
Efficient Learning of Restricted Boltzmann Machines Using Covariance Estimates V. Upadhya P. Sastry 45 2 0 25 Oct 2018
Restricted Boltzmann Machines: Introduction and Review Guido Montúfar AI4CE 61 51 0 19 Jun 2018
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 283 8,904 0 25 Aug 2017
Deep Learning the Ising Model Near Criticality A. Morningstar R. Melko AI4CE 53 86 0 15 Aug 2017
Equivalence of restricted Boltzmann machines and tensor network states Martín Arjovsky Song Cheng Haidong Xie Léon Bottou Tao Xiang 78 225 0 17 Jan 2017
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 483 9,062 0 10 Jun 2016
Training Restricted Boltzmann Machines via the Thouless-Anderson-Palmer Free Energy Marylou Gabrié Eric W. Tramel Florent Krzakala AI4CE 73 39 0 09 Jun 2015
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 244 8,424 0 28 Nov 2014