Louis Grenioux

About I’m a PhD student at Centre de Mathématiques Appliquées (CMAP) at École Polytechnique with Marylou Gabrié (ENS Ulm) and Éric Moulines (École Polytechnique). I am currently visiting the team of José Miguel Hernández-Lobato at Cambridge until the end of June 2025. I am a gratuated engineer from Télécom SudParis . My reasearch is generously supported by the Hi! Paris research center.
Research interests Generative Models, Sampling, Energy Based Models, Diffusion Models, Flow Matching, Markov Chain Monte Carlo
news
Mar 05, 2025 | My latest paper Learned Reference-based Diffusion Sampling for multi-modal distributions co-authored with Maxence Noble, Marylou Gabrié and Alain Durmus has been accepted at ICLR 2025. Moreover, my reflexion paper Improving the evaluation of samplers on multi-modal targets written with Maxence and Marylou was accepted at the workshop Frontiers in Probabilistic Inference: Learning meets Sampling at ICLR 2025. See you in Singapore ! |
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Mar 01, 2025 | I will be visiting the team of José Miguel Hernández-Lobato at Cambridge until the end of June 2025. Don’t hesitate to ping me if you are around ! |
Feb 21, 2025 | I will be giving a talk at SampTA 2025 (from July 28 to August 1) in Vienna on sampling with diffusion models and energy-based models. |
May 04, 2024 | I will be at the ISBA 2024 World Meeting (Venice, Italy) in July 2024. I will give a talk entitled “Transporting measures for sampling: parametric and non-parametric approaches inspired by generative modeling” in the invited session “Monte Carlo algorithms using modern hardware” chaired by Charles Margossian (Flatiron Institute, New York, USA). |
selected publications
- ICLRImproving the evaluation of samplers on multi-modal targetsIn Frontiers in Probabilistic Inference: Learning meets Sampling, 2025