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Simon Benaïchouche received his M.Sc. in Mathematics in 2018. He is currently a Ph.D. candidate at the IMT Atlantique (France), where his research focuses on using deep learning techniques for data assimilation problems. His expertise includes inverse problems in geosciences, uncertainty quantification, and learning physical systems from data.