Deep Variational Bayes Filters: Unsupervised Learning of State Space
Models from Raw Data

Deep Variational Bayes Filters: Unsupervised Learning of State Space Models from Raw Data

20 May 2016

Maximilian Karl

Maximilian Sölch

Patrick van der Smagt

Papers citing "Deep Variational Bayes Filters: Unsupervised Learning of State Space Models from Raw Data"

15 / 15 papers shown

Title
Uncertainty Representations in State-Space Layers for Deep Reinforcement Learning under Partial Observability Carlos E. Luis A. Bottero Julia Vinogradska Felix Berkenkamp Jan Peters 142 1 0 20 Feb 2025
Meta-Dynamical State Space Models for Integrative Neural Data Analysis Ayesha Vermani Josue Nassar Hyungju Jeon Matthew Dowling Il Memming Park 104 1 0 07 Oct 2024
Deep Model-Based Reinforcement Learning for High-Dimensional Problems, a Survey Aske Plaat W. Kosters Mike Preuss BDL OffRL 54 17 0 11 Aug 2020
Composing graphical models with neural networks for structured representations and fast inference Matthew J. Johnson David Duvenaud Alexander B. Wiltschko S. R. Datta Ryan P. Adams BDL OCL 64 483 0 20 Mar 2016
Deep Kalman Filters Rahul G. Krishnan Uri Shalit David Sontag BDL AI4TS 56 372 0 16 Nov 2015
A note on the evaluation of generative models Lucas Theis Aaron van den Oord Matthias Bethge EGVM 74 1,142 0 05 Nov 2015
Embed to Control: A Locally Linear Latent Dynamics Model for Control from Raw Images Manuel Watter Jost Tobias Springenberg Joschka Boedecker Martin Riedmiller BDL 47 839 0 24 Jun 2015
A Recurrent Latent Variable Model for Sequential Data Junyoung Chung Kyle Kastner Laurent Dinh Kratarth Goel Aaron Courville Yoshua Bengio DRL BDL 64 1,250 0 07 Jun 2015
Variational Inference with Normalizing Flows Danilo Jimenez Rezende S. Mohamed DRL BDL 252 4,143 0 21 May 2015
Weight Uncertainty in Neural Networks Charles Blundell Julien Cornebise Koray Kavukcuoglu Daan Wierstra UQCV BDL 114 1,878 0 20 May 2015
Learning Stochastic Recurrent Networks Justin Bayer Christian Osendorfer BDL 61 274 0 27 Nov 2014
Variational Tempering Stephan Mandt James McInerney Farhan Abrol Rajesh Ranganath David M. Blei BDL 46 55 0 07 Nov 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 360 16,962 0 20 Dec 2013
Generating Sequences With Recurrent Neural Networks Alex Graves GAN 104 4,025 0 04 Aug 2013
Statistical inference for dynamical systems: a review K. Mcgoff S. Mukherjee Natesh S. Pillai AI4CE 68 47 0 27 Apr 2012