Operator Learning with Neural Fields: Tackling PDEs on General Geometries L Serrano, LL Boudec, AK Koupaï, TX Wang, Y Yin, JN Vittaut, P Gallinari Neurips 2023, 2023 | 22 | 2023 |
Time series continuous modeling for imputation and forecasting with implicit neural representations EL Naour, L Serrano, L Migus, Y Yin, G Agoua, N Baskiotis, V Guigue TMLR 2024, 2024 | 4 | 2024 |
INFINITY: Neural Field Modeling for Reynolds-Averaged Navier-Stokes Equations L Serrano, L Migus, Y Yin, JA Mazari, P Gallinari Workshop SynS and ML, ICML 2023., 2023 | 4 | 2023 |
OPERATOR LEARNING ON FREE-FORM GEOMETRIES L Serrano, JN Vittaut, P Gallinari ICLR 2023 Workshop on Physics for Machine Learning, 2023 | 2 | 2023 |
ACCO: Accumulate while you Communicate, Hiding Communications in Distributed LLM Training A Nabli, L Fournier, P Erbacher, L Serrano, E Belilovsky, E Oyallon arXiv preprint arXiv:2406.02613, 2024 | 1 | 2024 |
Learning a Neural Solver for Parametric PDE to Enhance Physics-Informed Methods LL Boudec, E De Bézenac, L Serrano, RD Regueiro-Espino, Y Yin, ... arXiv preprint arXiv:2410.06820, 2024 | | 2024 |
Zebra: In-Context and Generative Pretraining for Solving Parametric PDEs L Serrano, AK Koupaï, TX Wang, P Erbacher, P Gallinari arXiv preprint arXiv:2410.03437, 2024 | | 2024 |
AROMA: Preserving Spatial Structure for Latent PDE Modeling with Local Neural Fields L Serrano, TX Wang, EL Naour, JN Vittaut, P Gallinari Neurips 2024, 2024 | | 2024 |
Zebra: a continuous generative transformer for solving parametric PDEs L Serrano, P ERBACHER, JN Vittaut, P Gallinari ICLR 2024 Workshop on AI4DifferentialEquations In Science, 2024 | | 2024 |
Learning iterative algorithms to solve PDEs. L Le Boudec, E De Bézenac, L Serrano, Y Yin ICLR 2024 Workshop on AI4DifferentialEquations In Science, 2024 | | 2024 |
Latent Diffusion Transformer with Local Neural Field as PDE Surrogate Model L Serrano, JN Vittaut, P Gallinari ICLR 2024 Workshop on AI4DifferentialEquations In Science, 2024 | | 2024 |
TIMEFLOW: AN IMPLICIT NEURAL REPRESENTATION APPROACH FOR CONTINUOUS TIME SERIES MODEL E Le Naour, L Serrano, L Migus, Y Yin, G Agoua, N Baskiotis, P Gallinari, ... ICLR 2024 Workshop on Time series For Health, 2024 | | 2024 |