171 citations · 177 across the 3 of their papers we have counts for
Showing stat.MLShow all
2 papers · 1 filter
stat.ML2019
Capabilities and Limitations of Time-lagged Autoencoders for Slow Mode Discovery in Dynamical Systems
Wei Chen, Hythem Sidky, Andrew L. Ferguson
Time-lagged autoencoders (TAEs) have been proposed as a deep learning regression-based approach to the discovery of slow modes in dynamical systems. However, a rigorous analysis of…
stat.ML2019★ 171 cited
Nonlinear Discovery of Slow Molecular Modes using State-Free Reversible VAMPnets
Wei Chen, Hythem Sidky, Andrew L Ferguson
The success of enhanced sampling molecular simulations that accelerate along collective variables (CVs) is predicated on the availability of variables coincident with the slow coll…