Molecular Latent Space Simulators

1 July 2020

Papers citing "Molecular Latent Space Simulators"

9 / 9 papers shown

Title
High-resolution Markov state models for the dynamics of Trp-cage miniprotein constructed over slow folding modes identified by state-free reversible VAMPnets Hythem Sidky Wei Chen Andrew L. Ferguson 31 54 0 12 Jun 2019
Capabilities and Limitations of Time-lagged Autoencoders for Slow Mode Discovery in Dynamical Systems Wei Chen Hythem Sidky Andrew L. Ferguson 53 36 0 02 Jun 2019
Nonlinear Discovery of Slow Molecular Modes using State-Free Reversible VAMPnets Wei Chen Hythem Sidky Andrew L. Ferguson 29 97 0 09 Feb 2019
Deep learning for universal linear embeddings of nonlinear dynamics Bethany Lusch J. Nathan Kutz Steven L. Brunton 69 1,248 0 27 Dec 2017
Variational Encoding of Complex Dynamics Carlos X. Hernández H. Wayment-Steele Mohammad M. Sultan B. Husic Vijay S. Pande AI4CE 57 140 0 23 Nov 2017
Time-lagged autoencoders: Deep learning of slow collective variables for molecular kinetics C. Wehmeyer Frank Noé AI4CE BDL 148 360 0 30 Oct 2017
VAMPnets: Deep learning of molecular kinetics Andreas Mardt Luca Pasquali Hao Wu Frank Noé 60 545 0 16 Oct 2017
Variational approach for learning Markov processes from time series data Hao Wu Frank Noé BDL AI4TS 27 263 0 14 Jul 2017
A variational approach to modeling slow processes in stochastic dynamical systems Frank Noé Feliks Nuske 72 294 0 29 Nov 2012