Residual-based adaptivity for two-phase flow simulation in porous media using Physics-informed Neural Networks. - John M. Hanna; José Vicente Aguado; Sebastien Comas-Cardona; Ramzi Askri; Domenico Borzacchiello (CoRR, 2021)

Sensitivity analysis using Physics-informed neural networks. - John M. Hanna; José Vicente Aguado; Sebastien Comas-Cardona; Ramzi Askri; Domenico Borzacchiello (Eng. Appl. Artif. Intell., 2024)

Adaptive parameters identification for nonlinear dynamics using deep permutation invariant networks. - Mouad Elaarabi; Domenico Borzacchiello; Philippe Le Bot; Yves Le Guennec; Sebastien Comas-Cardona (Mach. Learn., 2025)

Hybrid Adaptive Modeling in Process Monitoring: Leveraging Sequence Encoders and Physics-Informed Neural Networks. - Mouad Elaarabi; Domenico Borzacchiello; Philippe Le Bot; Nathan Lauzeral; Sebastien Comas-Cardona (CoRR, 2025)