François Rozet
- The Well: a Large-Scale Collection of Diverse Physics Simulations for Machine Learning
2024/11/30 by Ruben Ohana, Michael T. McCabe, Michael McCabe +55 · 2 voices · 29 citations
Decision Sciences · Computer Science · #Scientific Computing and Data Management #Computational Physics and Python Applications #Advanced Data Storage Technologies
- Score-based Data Assimilation
2023/06/18 by François Rozet, Gilles Louppe, Rozet, François +1 · 1 voice · 14 citations
Computer Science · Physics and Astronomy · #Gaussian Processes and Bayesian Inference #Statistical Mechanics and Entropy #Generative Adversarial Networks and Image Synthesis
- Score-based Data Assimilation for a Two-Layer Quasi-Geostrophic Model
2023/10/03 by François Rozet, Rozet, François, Gilles Louppe +1 · 3 citations
Earth and Planetary Sciences · Economics, Econometrics and Finance · Environmental Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #Climate variability and models #Complex Systems and Time Series Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Meteorological Phenomena and Simulations
- Lost in Latent Space: An Empirical Study of Latent Diffusion Models for Physics Emulation
2025/07/03 by François Rozet, Ruben Ohana, Rozet, François +10 · 1 voice · 6 citations
Computer Science · Decision Sciences · #Advanced Text Analysis Techniques #Scientific Computing and Data Management #Topic Modeling #cs.LG #physics.flu-dyn
- Arbitrary Marginal Neural Ratio Estimation for Simulation-based\n Inference
2021/10/01 by François Rozet, Rozet, François, Gilles Louppe +1 · 1 citation
Earth and Planetary Sciences · Engineering · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Instrumentation and Methods for Astrophysics (astro-ph.IM) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Pulsars and Gravitational Waves Research #Reservoir Engineering and Simulation Methods #Seismic Imaging and Inversion Techniques #Statistical and numerical algorithms
- Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation
2025/04/25 by Gérôme Andry, Sacha Lewin, Andry, Gérôme +15 · 2 voices · 2 citations
Earth and Planetary Sciences · Environmental Science · Physics and Astronomy · #Climate variability and models #Meteorological Phenomena and Simulations #Model Reduction and Neural Networks #cs.LG #physics.ao-ph