Jonathan Vandermause

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 4

Top Topics

Satisfiability Problem

Active Learning

Importance Sampling

Technical Systems

Top Venues

Nat. Mach. Intell.

Publications

Jonathan Vandermause, Anders Johansson, Yucong Miao, Joost J. Vlassak, Boris Kozinsky
Phase discovery with active learning: Application to structural phase transitions in equiatomic NiTi. CoRR (2024)
Lixin Sun, Jonathan Vandermause, Simon L. Batzner, Yu Xie, David Clark, Wei Chen, Boris Kozinsky
Multitask machine learning of collective variables for enhanced sampling of rare events. CoRR (2020)
Yu Xie, Jonathan Vandermause, Lixin Sun, Andrea Cepellotti, Boris Kozinsky
Fast Bayesian Force Fields from Active Learning: Study of Inter-Dimensional Transformation of Stanene. CoRR (2020)
Jonathan P. Mailoa, Mordechai Kornbluth, Simon L. Batzner, Georgy Samsonidze, Stephen T. Lam, Jonathan Vandermause, Chris Ablitt, Nicola Molinari, Boris Kozinsky
A fast neural network approach for direct covariant forces prediction in complex multi-element extended systems. Nat. Mach. Intell. 1 (10) (2019)