Machine Learning Predictors of Extreme Events Occurring in Complex Dynamical Systems. - Stephen Guth; Themistoklis P. Sapsis (Entropy, 2019)

Active Search Methods to Predict Material Failure Under Intermittent Loading in the Serebrinksy-Ortiz Fatigue Model. - Stephen Guth; Themistoklis Sapis (DDDAS, 2020)

Discovering and forecasting extreme events via active learning in neural operators. - Ethan Pickering; Stephen Guth; George Em Karniadakis; Themistoklis P. Sapsis (Nat. Comput. Sci., 2022)

Evaluation of machine learning architectures on the quantification of epistemic and aleatoric uncertainties in complex dynamical systems. - Stephen Guth; Alireza Mojahed; Themistoklis P. Sapsis (CoRR, 2023)