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We are pleased to announce the workshop Geometry, Topology and Ma­chine Learning (GTML), jointly organized by the Max Planck Institute for Mathematics in the Sciences and the STRUC­TURES Cluster of Excellence. The event, taking place from November 10 to 14, 2025, will bring together two rapidly evolving fields central to modern ma­chine learning. Geometry and topology offer fundamental methods for understanding data structure and provide powerful frameworks for analyzing, unifying, and generalizing ma­chine learning techniques across diverse applications.

The workshop will feature 10 keynote talks and 20 presentations by leading experts. Topics range from mathematical foundations of ma­chine learning to geometric & topological deep learning, as well as multidisciplinary applications of geometry & topology. By merging the previous Workshop on Geometry in Ma­chine Learning (GaML) and the Workshop on Topological Methods in Data Analysis (TMDA), GTML creates a platform to foster collaboration and to explore the synergistic relationship between geometry, topology, and ma­chine learning.

For further details, including an overview of talks and speakers, and to register, please visit:
https://www.mis.mpg.de/events/series/workshop-on-geometry-topology-and-machine-learning-gtml-2025

Applications for lightning talks can be submitted via the registration form by May 31, 2025.

Further information:

• Conference homepage with more details & registration
• Max Planck Institute for Mathematics in the Sciences, Leipzig