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

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!
Feb 28, 2024 I presented a poster in the SIAM UQ 2024 Power of Diversity satellite event!