ongoing AXA BABY CRY 1000 ANR FAMOUS FairMulti-modal Learning I-Démo Région GreenAI ANR MELISSA MEthodological contributions in statistical Learning InSpired by SurfAce engineering ANR SAFE Controlling networks with safety bounded and interpretablemachine learning ANR TAUDOS Theory and Algorithms for the Understanding of Deep learning On Sequential data EUR SLEIGHT TREASURF TRansfer lEarning for Frugal and Accurate modeling of SURface Functionalization prediction –application to multicomponent alloys past AI4OP (2021-2024) Artificial Intelligence for Onco-Plasma EUR SLEIGHT PIMALEA (2023-2024) Physics-InformedMAchine LEARning: From extraction to transfer of knowledge in surface engineering