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capable of automatically selecting the simulation strategy best suited to a given prediction objective, while optimizing the trade-off between accuracy and computational cost. The work will build on multi
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of mathematical modeling, with a particular focus on stochastic modeling, optimization and more recently machine learning. Indeed, over the last years, the team’s activity has been marked by a strong shift toward
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3 Jul 2026 Job Information Organisation/Company CNRS Department Centre de Nanosciences et de Nanotechnologies Research Field Mathematics History » History of science Researcher Profile First Stage
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learning, with the objective of designing new learning paradigms where synthetic data is generated dynamically to enrich and optimize training datasets. The project focuses on human-centered computer vision
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and flow rate of gas injection for each granular layer, as well as the optimal position of the injectors. References • S. Kashef-Haghighi, Y. Shao, S. Ghoshal, Mathematical modeling of CO₂ uptake by
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of knowledge, expertise & achievements in disciplines such as civil and computer engineering, hydroinformatics, geomechanics, applied mathematics, multiobjective optimization, high performance computing, big
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, …). Some effort may be dedicated to finding a tensor network topology (tensor train, tree tensor network, …) allowing to optimally represent vector fields arising from turbulence simulations. Then, this
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9 Jul 2026 Job Information Organisation/Company CNRS Department Laboratoire d'océanographie et du climat : expérimentations et approches numériques Research Field Mathematics History » History