Dario Coscia

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Hi I’m Dario! I’m a PhD student in the MathLab group at the International School for Advanced Studies and at the University of Amsterdam, supervised by Prof. Gianluigi Rozza and Prof. Max Welling. My research interests focus on the application of deep learning for solving differential equations. Specifically, I am driven to investigate deep learning methods for unstructured data, unsupervised generative learning for uncertainty quantification, and physical constraints for ML models. If you are interested in the topics, check out also the medium series Deep Learning 4 Natural Science.

Previously, I was a master student at the University of Trieste in Data Science and Scientific Computing, where I graduated with a thesis on Generative Modelling for fluid simulations. My Bachelor was in Physics, where I conducted one research internship at CNR-IOM on simulating the energetics of graphene on different material sources.

news

May 12, 2025 I partecipated in the Round Table Discussion on Uncertainty Evaluation during the Summer School on Theory, Mechanisms and Hierarchical Modelling of Climate Dynamics: Artificial Intelligence and Climate Modelling at the International Centre of Theoretical Physics.
Apr 29, 2025 I gave a talk at Heidelberg University’s Institute for Theoretical Physics on Uncertainty Quantification for Sequence Models slides here.
Feb 11, 2025 I gave a talk at GNCS-SIAM Chapters Meeting for Young Researchers in Numerical Analysis and Applied Mathematics on variational methods for sequence modelling in AI4Science slides here.
Jun 21, 2024 We presented PINA at ECCOMAS and SMLET 2024! Here the slides
Jun 1, 2024 PINA was presented during the Advanced School on Applied Machine Learning at the International Center for Theoretical Physics