Informative Bayesian Neural Network Priors for Weak Signals

Informative Bayesian Neural Network Priors for Weak Signals

24 February 2020

Pekka Marttinen

Papers citing "Informative Bayesian Neural Network Priors for Weak Signals"

12 / 12 papers shown

Title
Priors in Bayesian Deep Learning: A Review Vincent Fortuin UQCV BDL 67 127 0 14 May 2021
Bayesian Neural Network Priors Revisited Vincent Fortuin Adrià Garriga-Alonso Sebastian W. Ober F. Wenzel Gunnar Rätsch Richard Turner Mark van der Wilk Laurence Aitchison BDL UQCV 79 140 0 12 Feb 2021
Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors Michael W. Dusenberry Ghassen Jerfel Yeming Wen Yi-An Ma Jasper Snoek Katherine A. Heller Balaji Lakshminarayanan Dustin Tran UQCV BDL 45 209 0 14 May 2020
Uncertainty Quantification for Sparse Deep Learning Yuexi Wang Veronika Rockova BDL UQCV 55 31 0 26 Feb 2020
The k-tied Normal Distribution: A Compact Parameterization of Gaussian Mean Field Posteriors in Bayesian Neural Networks J. Swiatkowski Kevin Roth Bastiaan S. Veeling Linh-Tam Tran Joshua V. Dillon Jasper Snoek Stephan Mandt Tim Salimans Rodolphe Jenatton Sebastian Nowozin BDL 39 45 0 07 Feb 2020
Posterior Concentration for Sparse Deep Learning Nicholas G. Polson Veronika Rockova UQCV BDL 97 88 0 24 Mar 2018
Accurate Genomic Prediction Of Human Height L. Lello Steven G. Avery L. Tellier A. Vazquez G. Campos S. Hsu 21 143 0 19 Sep 2017
Bayesian Compression for Deep Learning Christos Louizos Karen Ullrich Max Welling UQCV BDL 69 479 0 24 May 2017
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 231 7,361 0 12 Sep 2016
Variational Dropout and the Local Reparameterization Trick Diederik P. Kingma Tim Salimans Max Welling BDL 122 1,500 0 08 Jun 2015
Dirichlet-Laplace priors for optimal shrinkage A. Bhattacharya D. Pati Natesh S. Pillai David B. Dunson 73 439 0 21 Jan 2014
Stochastic Variational Inference Matt Hoffman David M. Blei Chong-Jun Wang John Paisley BDL 155 2,605 0 29 Jun 2012