Deep Generative Markov State Models

Deep Generative Markov State Models

19 May 2018

Frank Noe

Papers citing "Deep Generative Markov State Models"

12 / 12 papers shown

Title
Differentiable Molecular Simulations for Control and Learning Wujie Wang Simon Axelrod Rafael Gómez-Bombarelli AI4CE 144 49 0 27 Feb 2020
Deep learning for universal linear embeddings of nonlinear dynamics Bethany Lusch J. Nathan Kutz Steven L. Brunton 54 1,237 0 27 Dec 2017
Linearly-Recurrent Autoencoder Networks for Learning Dynamics Samuel E. Otto C. Rowley AI4CE 29 322 0 04 Dec 2017
Variational Encoding of Complex Dynamics Carlos X. Hernández H. Wayment-Steele Mohammad M. Sultan B. Husic Vijay S. Pande AI4CE 49 138 0 23 Nov 2017
Time-lagged autoencoders: Deep learning of slow collective variables for molecular kinetics C. Wehmeyer Frank Noé AI4CE BDL 145 358 0 30 Oct 2017
VAMPnets: Deep learning of molecular kinetics Andreas Mardt Luca Pasquali Hao Wu Frank Noé 57 542 0 16 Oct 2017
Variational approach for learning Markov processes from time series data Hao Wu Frank Noé BDL AI4TS 17 261 0 14 Jul 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.3K 192,638 0 10 Dec 2015
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) Djork-Arné Clevert Thomas Unterthiner Sepp Hochreiter 198 5,502 0 23 Nov 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 286 43,154 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 738 149,474 0 22 Dec 2014
A variational approach to modeling slow processes in stochastic dynamical systems Frank Noé Feliks Nuske 56 292 0 29 Nov 2012