-
Louis Serrano
- Doctorant
- Équipe: MLIA
Publications
- Adel Nabli, Louis Fournier, Pierre Erbacher, Louis Serrano, Eugene Belilovsky, et al.. ACCO: Accumulate While You Communicate for Communication-Overlapped Sharded LLM Training. 2025. ⟨hal-04592562v2⟩
- Lise Le Boudec, Emmanuel de Bezenac, Louis Serrano, Ramon Daniel Regueiro-Espino, Yuan Yin, et al.. Learning a neural solver for parametric PDEs to enhance physics-informed methods. ICLR 2025 - Thirteenth International Conference on Learning Representations, Apr 2025, Singapour, Singapore. 2025. ⟨hal-05093905⟩
- Lise Le Boudec, Emmanuel de Bézenac, Louis Serrano, Ramon Daniel Regueiro-Espino, Yuan Yin, et al.. Learning a neural solver for parametric PDEs to enhance physics-informed methods. ICLR 2025 - Thirteenth International Conference on Learning Representations, Apr 2025, Singapour, Singapore. ⟨hal-05093943⟩
- Etienne Le Naour, Louis Serrano, Léon Migus, Yuan Yin, Ghislain Agoua, et al.. Time Series Continuous Modeling for Imputation and Forecasting with Implicit Neural Representations. Transactions on Machine Learning Research Journal, 2024, ⟨10.48550/arXiv.2306.05880⟩. ⟨hal-04759780⟩
- Lise Le Boudec, Emmanuel de Bézenac, Louis Serrano, Yuan Yin, Patrick Gallinari. Learning iterative algorithms to solve PDEs. ICLR 2024 Workshop on AI4DifferentialEquations In Science, ICLR 2024 Workshop, May 2024, Vienne (Austria), France. https://ai4diffeqtnsinsci.github.io. ⟨hal-04821571⟩
- Louis Serrano, Lise Le Boudec, Armand Kassaï Koupaï, Thomas X Wang, Yuan Yin, et al.. Operator Learning with Neural Fields: Tackling PDEs on General Geometries. Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS 2023), Dec 2023, New Orleans (Louisiana), United States. pp.70581-70611. ⟨hal-04702535⟩
- Louis Serrano, Leon Migus, Yuan Yin, Jocelyn Ahmed Mazari, Patrick Gallinari. INFINITY: Neural Field Modeling for Reynolds-Averaged Navier-Stokes Equations. Workshop on Synergy of Scientific and Machine Learning Modeling (ICML 2023), Jul 2023, Honolulu, HI, United States. ⟨hal-04171439⟩
- Louis Serrano, Jean-Noël Vittaut, Patrick Gallinari. Operator Learning on Free-Form Geometries. ICLR 2023 Workshop on Physics for Machine Learning, May 2023, Kigali, Rwanda. ⟨hal-04702425⟩
