Unsupervised Learning via Total Correlation Explanation

Unsupervised Learning via Total Correlation Explanation

27 June 2017

Papers citing "Unsupervised Learning via Total Correlation Explanation"

18 / 18 papers shown

Title
Fast structure learning with modular regularization Greg Ver Steeg Hrayr Harutyunyan Daniel Moyer Aram Galstyan 47 6 0 11 Jun 2017
Nonlinear Information Bottleneck Artemy Kolchinsky Brendan D. Tracey David Wolpert 55 156 0 06 May 2017
Anchored Correlation Explanation: Topic Modeling with Minimal Domain Knowledge Ryan J. Gallagher Kyle Reing David C. Kale Greg Ver Steeg 133 173 0 30 Nov 2016
Information Dropout: Learning Optimal Representations Through Noisy Computation Alessandro Achille Stefano Soatto OOD DRL SSL 57 401 0 04 Nov 2016
Toward Interpretable Topic Discovery via Anchored Correlation Explanation Kyle Reing David C. Kale Greg Ver Steeg Aram Galstyan 21 14 0 22 Jun 2016
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets Xi Chen Yan Duan Rein Houthooft John Schulman Ilya Sutskever Pieter Abbeel GAN 157 4,232 0 12 Jun 2016
Sifting Common Information from Many Variables Greg Ver Steeg Shuyang Gao Kyle Reing Aram Galstyan 32 8 0 07 Jun 2016
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems Martín Abadi Ashish Agarwal P. Barham E. Brevdo Zhiwen Chen ... Pete Warden Martin Wattenberg Martin Wicke Yuan Yu Xiaoqiang Zheng 261 11,149 0 14 Mar 2016
Progressive EM for Latent Tree Models and Hierarchical Topic Detection Peixian Chen N. Zhang Leonard K. M. Poon Zhourong Chen 31 26 0 05 Aug 2015
The Information Sieve Greg Ver Steeg Aram Galstyan 35 19 0 08 Jul 2015
Deep Learning and the Information Bottleneck Principle Naftali Tishby Noga Zaslavsky DRL 181 1,582 0 09 Mar 2015
NICE: Non-linear Independent Components Estimation Laurent Dinh David M. Krueger Yoshua Bengio DRL BDL 121 2,257 0 30 Oct 2014
Maximally Informative Hierarchical Representations of High-Dimensional Data Greg Ver Steeg Aram Galstyan TPM 70 65 0 27 Oct 2014
Optimal high-level descriptions of dynamical systems David Wolpert Joshua A. Grochow E. Libby Simon DeDeo AI4CE 31 5 0 25 Sep 2014
Discovering Structure in High-Dimensional Data Through Correlation Explanation Greg Ver Steeg Aram Galstyan CML 68 99 0 04 Jun 2014
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 253 14,912 1 21 Dec 2013
Demystifying Information-Theoretic Clustering Greg Ver Steeg Aram Galstyan Fei Sha Simon DeDeo 61 28 0 15 Oct 2013
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 243 12,422 0 24 Jun 2012