Publications

Jean-Philippe Colombier, Eduardo Brandao, Anthony Nakhoul, Rémi Emonet, Amaury Habrard, Florence Garrelie, François Jacquenet, Florent Pigeon, Marc Sebban (2024). Laser-induced surface organization on the nanoscale guided by machine learning. Laser-based Micro-and Nanoprocessing XVIII.
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Jean-Philippe Colombier, Eduardo Brandao, Anthony Nakhoul, Fayad Ali Banna, Rémi Emonet, Amaury Habrard, François Jacquenet, Florence Garrelie, Marc Sebban (2024). Deciphering the complexity behind laser-induced selforganized nanopatterns. 17th International Conference on Laser Ablation (COLA 2024).
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Eduardo Brandao, Anthony Nakhoul, Stefan Duffner, Rémi Emonet, Florence Garrelie, Amaury Habrard, François Jacquenet, Florent Pigeon, Marc Sebban, Jean-Philippe Colombier (2023). Learning complexity to guide light-induced self-organized nanopatterns. Physical Review Letters.
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Eduardo Brandao, Stefan Duffner, Rémi Emonet, Amaury Habrard, François Jacquenet, Marc Sebban (2023). Is My Neural Net Driven by the MDL Principle?. Joint European Conference on Machine Learning and Knowledge Discovery in Databases.
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Eduardo Brandão (2023). Complexity Methods in Physics-Guided Machine Learning.
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Jean-Philippe Colombier, Eduardo Brandao, Anthony Nakhoul, Rémi Emonet, Florence Garrelie, Amaury Habrard, François Jacquenet, Florent Pigeon, Anton Rudenko, M Sebban (2022). Stochasticity versus determinism in LIPSS formation. 10th International Workshop LIPSS.
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Eduardo Brandao, Jean-Philippe Colombier, Stefan Duffner, Rémi Emonet, Florence Garrelie, Amaury Habrard, François Jacquenet, Anthony Nakhoul, Marc Sebban (2022). Learning PDE to model self-organization of matter. Entropy.
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