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Multi-scale physical representations for approximating pde solutions with graph neural operators

Leon Migus , Yuan Yin , Jocelyn Ahmed Mazari , Patrick Gallinari
ICLR 2022 Workshop on Geometrical and Topological Representation Learning, Apr 2022, En ligne, France
Communication dans un congrès hal-03709247v1
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Continuous PDE Dynamics Forecasting with Implicit Neural Representations

Yuan Yin , Matthieu Kirchmeyer , Jean-Yves Franceschi , Alain Rakotomamonjy , Patrick Gallinari
The Eleventh International Conference on Learning Representations, May 2023, Kigali, Rwanda.
Poster de conférence hal-04081163v1
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LEADS: Learning Dynamical Systems that Generalize Across Environments

Yuan Yin , Ibrahim Ayed , Emmanuel de Bézenac , Nicolas Baskiotis , Patrick Gallinari
The Thirty-Fifth Annual Conference on Neural Information Processing Systems (NeurIPS 2021), Dec 2021, Online, Unknown Region
Communication dans un congrès hal-03261055v2
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Generalizing to New Physical Systems via Context-Informed Dynamics Model

Matthieu Kirchmeyer , Yuan Yin , Jérémie Donà , Nicolas Baskiotis , Alain Rakotomamonjy , et al.
International Conference on Machine Learning, Jul 2022, Baltimore, France
Communication dans un congrès hal-03547546v2
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Continuous PDE Dynamics Forecasting with Implicit Neural Representations

Yuan Yin , Matthieu Kirchmeyer , Jean-Yves Franceschi , Alain Rakotomamonjy , Patrick Gallinari
The Eleventh International Conference on Learning Representations, International Conference on Representation Learning, May 2023, Kigali, Rwanda
Communication dans un congrès hal-03792179v2
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Augmenting physical models with deep networks for complex dynamics forecasting

Yuan Yin , Vincent Le Guen , Jérémie Donà , Emmanuel de Bézenac , Ibrahim Ayed , et al.
Journal of Statistical Mechanics: Theory and Experiment, 2021, 2021 (12), pp.124012. ⟨10.1088/1742-5468/ac3ae5⟩
Article dans une revue hal-03508401v2
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Augmenting physical models with deep networks for complex dynamics forecasting

Yuan Yin , Vincent Le Guen , Jérémie Dona , Ibrahim Ayed , Emmanuel de Bézenac , et al.
Ninth International Conference on Learning Representations ICLR 2021, 2021, Vienna (virtual), Austria
Communication dans un congrès hal-03137025v1