Stephen Guth

Publication Activity (10 Years)

Years Active: 2019-2023
Publications (10 Years): 4

Top Topics

Machine Learning

Dynamical Systems

Top Venues

Nat. Comput. Sci.

Publications

Stephen Guth, Alireza Mojahed, Themistoklis P. Sapsis
Evaluation of machine learning architectures on the quantification of epistemic and aleatoric uncertainties in complex dynamical systems. CoRR (2023)
Ethan Pickering, Stephen Guth, George Em Karniadakis, Themistoklis P. Sapsis
Discovering and forecasting extreme events via active learning in neural operators. Nat. Comput. Sci. 2 (12) (2022)
Stephen Guth, Themistoklis Sapis
Active Search Methods to Predict Material Failure Under Intermittent Loading in the Serebrinksy-Ortiz Fatigue Model. DDDAS (2020)
Stephen Guth, Themistoklis P. Sapsis
Machine Learning Predictors of Extreme Events Occurring in Complex Dynamical Systems. Entropy 21 (10) (2019)