FILOCHE Arthur
PhD student
Team : PEQUAN
Arrival date : 10/01/2019
Tel: +33 1 44 27 71 30, Arthur.Filoche (at) nulllip6.fr
https://lip6.fr/Arthur.Filoche
Team : PEQUAN
Arrival date : 10/01/2019
- Sorbonne Université - LIP6
Boîte courrier 169
Couloir 26-00, Étage 3, Bureau 338
4 place Jussieu
75252 PARIS CEDEX 05
FRANCE
Tel: +33 1 44 27 71 30, Arthur.Filoche (at) nulllip6.fr
https://lip6.fr/Arthur.Filoche
Supervision : Dominique BÉRÉZIAT
Data assimilation and interpretability of Machine Learning models
2020-2022 Publications
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2022
- A. Filoche, D. Béréziat, A. Charantonis : “Deep prior in variational assimilation to estimate ocean circulation without explicit regularization”, Climate Informatics, Asheville, NC, United States (2022)
- Th. Archambault, A. Filoche, A. Charantonis, D. Béréziat : “Unsupervised Downscaling of sea surface height with Deep Image Prior”, IA for Earth Sciences Workshop The International Conference on Learning Representations (ICLR), Virtual conference, United States (2022)
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2021
- A. Filoche, D. Béréziat, J. Brajard, A. Charantonis : “Variational assimilation of Geophysical images leveraging deep learning tools”, ORASIS 2021, Saint Ferréol, France (2021)
- V. Bouget, D. Béréziat, J. Brajard, A. Charantonis, A. Filoche : “Fusion of Rain Radar Images and Wind Forecasts in a Deep Learning Model Applied to Rain Nowcasting”, Remote Sensing, vol. 13 (2), pp. 246, (MDPI) (2021)
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2020
- A. Filoche, J. Brajard, A. Charantonis, D. Béréziat : “Completing physics-based models by learning hidden dynamics through data assimilation”, NeurIPS 2020, workshop AI4Earth, Vancouver (virtual), Canada (2020)