Variational Encoding of Complex Dynamics

Variational Encoding of Complex Dynamics

23 November 2017

Carlos X. Hernández

H. Wayment-Steele

Mohammad M. Sultan

Papers citing "Variational Encoding of Complex Dynamics"

17 / 17 papers shown

Title
GD-VAEs: Geometric Dynamic Variational Autoencoders for Learning Nonlinear Dynamics and Dimension Reductions Ryan Lopez P. Atzberger AI4CE 60 8 0 10 Jun 2022
Differentiable Molecular Simulations for Control and Learning Wujie Wang Simon Axelrod Rafael Gómez-Bombarelli AI4CE 159 49 0 27 Feb 2020
Note: Variational Encoding of Protein Dynamics Benefits from Maximizing Latent Autocorrelation H. Wayment-Steele Vijay S. Pande DRL 31 6 0 17 Mar 2018
Time-lagged autoencoders: Deep learning of slow collective variables for molecular kinetics C. Wehmeyer Frank Noé AI4CE BDL 148 360 0 30 Oct 2017
Dimensionality reduction methods for molecular simulations Stefan Doerr Igor Ariz M. Harvey Gianni De Fabritiis 43 19 0 29 Oct 2017
VAMPnets: Deep learning of molecular kinetics Andreas Mardt Luca Pasquali Hao Wu Frank Noé 60 545 0 16 Oct 2017
A Disentangled Recognition and Nonlinear Dynamics Model for Unsupervised Learning Marco Fraccaro Simon Kamronn Ulrich Paquet Ole Winther BDL 67 283 0 16 Oct 2017
Disentangling Space and Time in Video with Hierarchical Variational Auto-encoders Will Grathwohl Aaron Wilson DRL 49 21 0 14 Dec 2016
Variational Koopman models: slow collective variables and molecular kinetics from short off-equilibrium simulations Hao Wu Feliks Nuske Fabian Paul Stefan Klus P. Koltai Frank Noé 127 128 0 20 Oct 2016
An Uncertain Future: Forecasting from Static Images using Variational Autoencoders Jacob Walker Carl Doersch Abhinav Gupta M. Hebert VGen 40 513 0 25 Jun 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,039 0 22 Dec 2014
Striving for Simplicity: The All Convolutional Net Jost Tobias Springenberg Alexey Dosovitskiy Thomas Brox Martin Riedmiller FAtt 248 4,667 0 21 Dec 2014
Variational cross-validation of slow dynamical modes in molecular kinetics R. McGibbon Vijay S. Pande 63 175 0 30 Jul 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 450 16,933 0 20 Dec 2013
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Karen Simonyan Andrea Vedaldi Andrew Zisserman FAtt 312 7,292 0 20 Dec 2013
Generalized Denoising Auto-Encoders as Generative Models Yoshua Bengio L. Yao Guillaume Alain Pascal Vincent 101 540 0 29 May 2013
A variational approach to modeling slow processes in stochastic dynamical systems Frank Noé Feliks Nuske 72 294 0 29 Nov 2012