518 citations
- Université Toulouse III - Paul SabatierFR332 papers
- Institut de Recherche en Informatique de ToulouseFR331 papers
- Université Toulouse - Jean JaurèsFR329 papers
- Institut Polytechnique de BordeauxFR326 papers
- Centre National de la Recherche ScientifiqueFR159 papers
- Université Fédérale de Toulouse Midi-PyrénéesFR78 papers
- Université de ToulouseFR51 papers
- Institut National Polytechnique de ToulouseFR43 papers
- Toulouse School of EconomicsFR31 papers
- École Nationale Supérieure d'Électrotechnique, d'Électronique, d'Informatique, d'Hydraulique et des TélécommunicationsFR20 papers
- Institut national de recherche en sciences et technologies du numériqueFR16 papers
- Institut de Mathématiques de ToulouseFR15 papers
Showing 2025 · stat.MLShow all
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stat.ML2025
On the Wasserstein Geodesic Principal Component Analysis of probability measures
Nina Vesseron, Elsa Cazelles, Alice Le Brigant +1
This paper focuses on Geodesic Principal Component Analysis (GPCA) on a collection of probability distributions using the Otto-Wasserstein geometry. The goal is to identify geodesi…
stat.ML2025
Scalable Learning from Probability Measures with Mean Measure Quantization
Erell Gachon, Elsa Cazelles, Jérémie Bigot
We consider statistical learning problems in which data are observed as a set of probability measures. Optimal transport (OT) is a popular tool to compare and manipulate such objec…
stat.ML2025
Analyzing limits for in-context learning
Omar Naim, Jerome Bolte, Nicholas Asher
Our paper challenges claims from prior research that transformer-based models, when learning in context, implicitly implement standard learning algorithms. We present empirical evi…