249 citations · 282 across the 3 of their papers we have counts for
4 papers
TO-FLOW: Efficient Continuous Normalizing Flows with Temporal Optimization adjoint with Moving Speed
Shian Du, Yihong Luo, Wei Chen +2
Continuous normalizing flows (CNFs) construct invertible mappings between an arbitrary complex distribution and an isotropic Gaussian distribution using Neural Ordinary Differentia…
Molecular Latent Space Simulators
Hythem Sidky, Wei Chen, Andrew L. Ferguson
Small integration time steps limit molecular dynamics (MD) simulations to millisecond time scales. Markov state models (MSMs) and equation-free approaches learn low-dimensional kin…
Molecular enhanced sampling with autoencoders: On-the-fly collective variable discovery and accelerated free energy landscape exploration
Wei Chen, Andrew L Ferguson
Macromolecular and biomolecular folding landscapes typically contain high free energy barriers that impede efficient sampling of configurational space by standard molecular dynamic…
Approximate dynamic programming using fluid and diffusion approximations with applications to power management
Wei Chen, Dayu Huang, Ankur A. Kulkarni +5
Neuro-dynamic programming is a class of powerful techniques for approximating the solution to dynamic programming equations. In their most computationally attractive formulations,…