Efficient Learning of Discrete Graphical Models

v1v2v3 (latest)

Efficient Learning of Discrete Graphical Models

2 February 2019

ArXiv (abs)PDF HTML

Papers citing "Efficient Learning of Discrete Graphical Models"

11 / 11 papers shown

Title
Discrete distributions are learnable from metastable samples Abhijith Jayakumar A. Lokhov Sidhant Misra Marc Vuffray 222 1 0 17 Oct 2024
A Markov Random Field Multi-Modal Variational AutoEncoder Fouad Oubari M. Baha Raphael Meunier Rodrigue Décatoire Mathilde Mougeot 94 0 0 18 Aug 2024
Fair Inference for Discrete Latent Variable Models Rashidul Islam Shimei Pan James R. Foulds FaML 82 1 0 15 Sep 2022
Reconstruction of Pairwise Interactions using Energy-Based Models Christoph Feinauer Carlo Lucibello 46 4 0 11 Dec 2020
Sample-Optimal and Efficient Learning of Tree Ising models C. Daskalakis Qinxuan Pan 66 8 0 28 Oct 2020
Learning of Discrete Graphical Models with Neural Networks Abhijith Jayakumar A. Lokhov Sidhant Misra Marc Vuffray CML 60 8 0 21 Jun 2020
Learning Restricted Boltzmann Machines with Sparse Latent Variables Guy Bresler Rares-Darius Buhai 42 2 0 07 Jun 2020
Hardness of Identity Testing for Restricted Boltzmann Machines and Potts models Antonio Blanca Zongchen Chen Daniel Stefankovic Eric Vigoda 55 4 0 22 Apr 2020
Learning performance in inverse Ising problems with sparse teacher couplings A. Abbara Y. Kabashima T. Obuchi Y. Xu 27 9 0 25 Dec 2019
Lower bounds for testing graphical models: colorings and antiferromagnetic Ising models Ivona Bezáková Antonio Blanca Zongchen Chen Daniel Stefankovic Eric Vigoda 88 20 0 22 Jan 2019
Sparse Logistic Regression Learns All Discrete Pairwise Graphical Models Shanshan Wu Sujay Sanghavi A. Dimakis 92 51 0 28 Oct 2018