Louis Serrano

4 papers · 2023–2025 · 3 conferences · across top CS/AI conferences

Achievements

🧭 Keyword Pioneer 🌍 Conference Polyglot (3) 🐝 Cross-Pollinator (12) 🌈 Renaissance Researcher (6) 🌉 Interdisciplinary Bridge

Conferences

NIPS (2) ICLR (1) ICML (1)

Top co-authors

Patrick Gallinari (4) Thomas X Wang (3) Lise Le Boudec (2) Jean-Noël Vittaut (2) Yuan Yin (2) Etienne Le Naour (1) Ramon Daniel Regueiro-Espino (1) Armand Kassaı̈ Koupaı̈ (1) Armand Kassaï Koupaï (1) Pierre Erbacher (1)

Keywords

neural field (2) partial differential equation (2) diffusion model (1) latent representation (1) inverse problem (1) operator learning (1) neural operator (1) temporal dynamics (1) coordinate-based network (1) attention mechanism (1)

Papers

Learning a Neural Solver for Parametric PDEs to Enhance Physics-Informed Methods ICLR 2025

Zebra: In-Context Generative Pretraining for Solving Parametric PDEs ICML 2025

AROMA: Preserving Spatial Structure for Latent PDE Modeling with Local Neural Fields NIPS 2024

Operator Learning with Neural Fields: Tackling PDEs on General Geometries NIPS 2023