Geometry, topology and machine learning

The conference will serve as a gathering point for researchers interested in studying machine learning and deep learning from a geometric perspective and, more generally, a mathematical viewpoint, as well as applying geometric and mathematical tools in machine learning in a broad sense. Geometric is understood in a broad sense, encapsulating but not limited to algebraic and topological tools for continuous and discrete structures. 

This workshop follows a Geometry and Machine Learning held in Scalea, Italy, in 2024 and of Geometry and Machine Learning 2 held in Paris, France in 2025.

The conference will be held in Paris at Sorbonne Université, Paris, from May 18 to May 22, 2026.

For any questions, please contact: gregoire.sergeant-perthuis@sorbonne-universite.fr 

Practical informations: 

Where: 

 Monday to Thursday: Room C404, CQSB, Building C, 4th floor,
Friday: Amphi 25.

Sorbonne Université, 4 Place Jussieu, 75005 Paris

Metro Station: Line 10, or Line 7 metro station Jussieu.

To schedule your itinerary a useful link is here.

Confirmed Speakers:

Anosova Olga (University of Liverpool)
Bennequin Daniel (Université Paris Cité)
Birdal Tolga (Imperial College London)
Bisson Olivier (Inria, Université Côte d'Azur)
Bolelli Virginia (L2S, CentraleSupélec, Université Paris-Saclay)
Canturk Ugur (University of Southampton)
Cazals Frederic (Inria d'Université Côte d'Azur)
Cornelis Louisa (University of California, Santa Barbara)
Doğan Levent (Faculty of Computer Science, Ruhr University Bochum)
Eidi Marzieh (SCaDS.AI and MPI-MIS)
Kachura Aleksandr (National Research University Higher School of Economics)
Kalogeratos Argyris (Université Paris-Saclay, ENS Paris-Saclay, CNRS)
Leitão António (Scuola Normale Superiore, Pisa)
Lelièvre Tony (Ecole Nationale des Ponts et Chaussées ENPC-IP Paris)
Li Jiayi (MPI-CBG)
Lutzeyer Johannes (École Polytechnique)
Marcolli Matilde (Caltech)
Montes Matthieu (Sorbonne Université, CNRS)
Nardin-Gennequin Joseph (Université Claude Bernard Lyon 1)
Otter Nina (Inria Saclay)
Oudot Steve (Inria Saclay)
Oyallon Edouard (Sorbonne Université, CNRS)
Riveiro Ilian (Université Paris-Saclay)
Tierny Julien (Sorbonne Université, CNRS)
Tonelli Cuento Josué (Johns Hopkins University)
Velasco-Forero Santiago (Mines Paris PSL, CNRS)
Vigneaux Juan Pablo (Northwestern University)
Vlassopoulos Yiannis (Athena Research Center, ILSP, Athens Greece)