Probabilistic Deep Learning using Random Sum-Product Networks

Probabilistic Deep Learning using Random Sum-Product Networks

5 June 2018

Antonio Vergari

Alejandro Molina

Kristian Kersting

Zoubin Ghahramani

Papers citing "Probabilistic Deep Learning using Random Sum-Product Networks"

14 / 14 papers shown

Title
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 363 10,591 0 17 Feb 2020
Safe Semi-Supervised Learning of Sum-Product Networks Martin Trapp Tamas Madl Robert Peharz Franz Pernkopf R. Trappl TPM 49 14 0 10 Oct 2017
Adversarial Examples, Uncertainty, and Transfer Testing Robustness in Gaussian Process Hybrid Deep Networks John Bradshaw A. G. Matthews Zoubin Ghahramani BDL AAML 98 171 0 08 Jul 2017
Visualizing and Understanding Sum-Product Networks Antonio Vergari Nicola Di Mauro F. Esposito FAtt AAML TPM 104 45 0 29 Aug 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 455 2,567 0 25 Jan 2016
On the Latent Variable Interpretation in Sum-Product Networks Robert Peharz Robert Gens Franz Pernkopf Pedro M. Domingos TPM 25 132 0 22 Jan 2016
A Unified Approach for Learning the Parameters of Sum-Product Networks Han Zhao Pascal Poupart Geoffrey J. Gordon TPM 39 70 0 03 Jan 2016
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 441 43,277 0 11 Feb 2015
On the Relationship between Sum-Product Networks and Bayesian Networks Haiying Zhao Mazen Melibari Pascal Poupart TPM 83 91 0 06 Jan 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.7K 150,006 0 22 Dec 2014
On the Expressive Efficiency of Sum Product Networks James Martens Venkatesh Medabalimi TPM 52 67 0 27 Nov 2014
A Deep and Tractable Density Estimator Benigno Uria Iain Murray Hugo Larochelle BDL 91 193 0 07 Oct 2013
A Differential Approach to Inference in Bayesian Networks Adnan Darwiche TPM 77 622 0 16 Jan 2013
Sum-Product Networks: A New Deep Architecture Hoifung Poon Pedro M. Domingos TPM 74 758 0 14 Feb 2012