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demanding real-world geometries and to build specialist expertise in high order mesh generation, geometric modelling and CAD to CAE integration. These capabilities are of growing importance to industry yet
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geometric and topological ML, neural ODEs/PDEs, reduced-order modeling, structure-preserving ML/AI, and optimization. This cluster hire consists of: Two (2) positions jointly appointed in the School
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9 Feb 2026 Job Information Organisation/Company Université Gustave Eiffel Research Field Computer science » Modelling tools Engineering » Electrical engineering Researcher Profile First Stage
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(“overparameterized”) machine learning models, like probabilistic graphical models, deep neural networks, diffusion models, transformers, e.g. large language models, etc. SLT is based on the geometrical understanding
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consumption and turnaround time, placing increasing pressure on sustainability targets. Understanding how geometric changes influence the flow, thermal or structural response remains a major challenge, and
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Model. Int. J. Hydrog. Energy 2014, 39 (9), 4516–4530. https://doi.org/10.1016/j.ijhydene.2014.01.036. ; [3] Carral, C.; Mele, P. Modeling the Original and Cyclic Compression Behavior of Non-Woven
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primary research aim will be to explore how the geometry of data can help build better uncertainty-quantifying models, particularly for complex data types like molecules and images. However, other research
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., Random Forest Trees and related ensemble models) to identify key controls governing catalytic performance. You will work closely with experimental collaborators to interpret spectroscopic and catalytic
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more cost-efficient. Together, UESL and IMOS are seeking a motivated and qualified PhD candidate to advance the use of hierarchical graph neural networks for modeling multi-scale urban energy systems. By
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) that are subject to constraints. The goal of this thesis is to design such models and to mobilize them for the unmixing problem. Depending on the findings and the candidate’s interests, other types of geometric