2025

• "Nonlinear diffusion limit of non-local interactions on a sphere", Workshop on Random Dynamical Systems and Related Fields,  FU Berlin (DE)

• Talk at DESY about Transformers and Diffusions, Hamburg (DE)

• "Noisy gradient flows in machine learning: two examples" (in two parts),  MFO mini-workshop "Probabilistic Perspectives in Neural Network-Based Machine Learning", Oberwolfach (DE)

• "Nonlinear diffusion limit of non-local interactions on a sphere",  Applied Analysis seminar,  University of Ulm (DE)

• "Porous medium is the message: variational analysis of toy transformers", European Conference on Computational Optimization 2025, Focus session Optimization and Machine Learning, Alpen-Adria-Universitaet Klagenfurt (Austria)

• "Porous medium is the message: variational analysis of toy transformers", 2nd Workshop on Machine Learning in Infinite Dimensions, ETH Zürich (Switzerland)

• "Porous medium is the message: variational analysis of toy transformers", FS Stochastische Analysis und Stochastik der Finanzmärkte, Institut für Mathematik, TU Berlin (DE)

• "Porous medium is the message: variational analysis of toy transformers", AG Analysis-Probability, MPI for Mathematics in the Sciences, Leipzig (DE)

• "Stationary measures of noisy transformers", Oberseminar "Mathematik des Maschinellen Lernens und Angewandte Analysis", University of Würzburg (DE)

• "Stationary measures of noisy transformers", Workshop on the Statistical Theory of Neural Networks, Egmond aan Zee (NL)

• "Solutions of stationary McKean-Vlasov equation on a sphere", Colloquium of the Institute of Mathematical Statistics and Actuarial Science, University of Bern (Switzerland)

• "Solutions of stationary McKean-Vlasov equation on a sphere", seminar "Modern Methods in Applied Stochastics and Nonparametric Statistics", WIAS Berlin (DE)

• "Stationary measures of noisy transformers", Physics of AI algorithms 🔥, Les Houches (FR)

2024

• "Singular-limit analysis of gradient descent with noise injection",  UNRAVEL final workshop, Eindhoven (NL)

• "Bifurcations and phase transitions of McKean-Vlasov equation on a sphere",  Applied Analysis seminar,  University of Ulm (DE)

• "Singular-limit analysis of gradient descent with noise injection",  Algorithms & Computationally Intensive Inference seminar, University of Warwick (UK)

• "Singular-limit analysis of gradient descent with noise injection", workshop Statistical and Probabilistic Analysis of Random Networks and Processes, Université Côte d’Azur (FR)

• "Stationary measures of noisy transformers", the Workshop CalcVarNL 2024, Schiermonnicoog (NL)

• "Choosing the right noise: regularization properties of noise injection", Mathematics of Data Science seminar, University of Twente (NL)

• "Regularization properties of noise injection",  MFO workshop "Applied Harmonic Analysis and Data Science", Oberwolfach (DE)

2023

• "Regularization properties of dropout",  workshop "The Mathematics of Machine Learning", Pisa (IT)