Publications

• A Unified Perspective on the Dynamics of Deep Transformers, V. Castin, P. Ablin, J. A. Carrillo, G. Peyré, ArXiv preprint, 2025. Poster
• How Smooth Is Attention?, V. Castin, P. Ablin, G. Peyré, ICML 2024. Slides, Poster

Invited talks

• Workshop Mathematics of Transformers, DESY Hamburg, September 2025
• Workshop Interpretability in LLMs Using Geometrical and Statistical Methods, University of Amsterdam, May 2025
• MLSP Seminar, ENS de Lyon, January 2025