Physics-agnostic and Physics-infused machine learning for thin films flows: modeling, and predictions from small data. - Cristina P. Martin-Linares; Yorgos M. Psarellis; Georgios Karapetsas; Eleni D. Koronaki; Ioannis G. Kevrekidis (CoRR, 2023)

Tasks Makyth Models: Machine Learning Assisted Surrogates for Tipping Points. - Gianluca Fabiani; Nikolaos Evangelou; Tianqi Cui; Juan M. Bello-Rivas; Cristina P. Martin-Linares; Constantinos I. Siettos; Ioannis G. Kevrekidis (CoRR, 2023)

Nonlinear dimensionality reduction then and now: AIMs for dissipative PDEs in the ML era. - Eleni D. Koronaki; Nikolaos Evangelou; Cristina P. Martin-Linares; Edriss S. Titi; Ioannis G. Kevrekidis (J. Comput. Phys., 2024)