Dario Coscia

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
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 AI4Sciencd slides here. |
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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 |
May 15, 2024 | Electrolux invided me to give a presentation on Physics Informed Machine Learning for Accelerating Numerical Simulations! Here the slides |
May 11, 2024 | Our poster was accepted at ICLR Workshop AI4Differential Equations! |