Variational Autoencoder Analysis of Ising Model Statistical Distributions and Phase Transitions

13 April 2021

Papers citing "Variational Autoencoder Analysis of Ising Model Statistical Distributions and Phase Transitions"

14 / 14 papers shown

Title
The Accuracy of Restricted Boltzmann Machine Models of Ising Systems D. Yevick R. Melko AI4CE 28 11 0 27 Apr 2020
Discovering Symmetry Invariants and Conserved Quantities by Interpreting Siamese Neural Networks S. J. Wetzel R. Melko Joseph Scott Maysum Panju Vijay Ganesh 59 70 0 09 Mar 2020
Learning the Ising Model with Generative Neural Networks Francesco DÁngelo Lucas Böttcher AI4CE 39 28 0 15 Jan 2020
An Introduction to Variational Autoencoders Diederik P. Kingma Max Welling BDL SSL DRL 89 2,359 0 06 Jun 2019
TensorNetwork: A Library for Physics and Machine Learning Chase Roberts A. Milsted M. Ganahl Adam Zalcman Bruce Fontaine Yijian Zou Jack Hidary G. Vidal Stefan Leichenauer AI4CE PINN 75 110 0 03 May 2019
Revealing quantum chaos with machine learning Y. Kharkov V. E. Sotskov A. A. Karazeev E. Kiktenko A. Fedorov AI4CE 56 27 0 25 Feb 2019
Solving Statistical Mechanics Using Variational Autoregressive Networks Dian Wu Lei Wang Pan Zhang 88 186 0 27 Sep 2018
A high-bias, low-variance introduction to Machine Learning for physicists Pankaj Mehta Marin Bukov Ching-Hao Wang A. G. Day C. Richardson Charles K. Fisher D. Schwab AI4CE 102 877 0 23 Mar 2018
Deep Learning the Ising Model Near Criticality A. Morningstar R. Melko AI4CE 53 86 0 15 Aug 2017
Towards meaningful physics from generative models M. Cristoforetti Giuseppe Jurman Andrea I. Nardelli Cesare Furlanello OOD DRL AI4CE 42 17 0 26 May 2017
Unsupervised learning of phase transitions: from principal component analysis to variational autoencoders S. J. Wetzel SSL DRL 38 318 0 07 Mar 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
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 452 16,929 0 20 Dec 2013
Finding Density Functionals with Machine Learning John C. Snyder M. Rupp K. Hansen K. Müller K. Burke 110 476 0 22 Dec 2011