Machine learning theory 2025-11-11 14:00: To Intrinsic Dimension and Beyond: Efficient Sampling in Diffusion Models (Dr. Yuting Wei, Associate Professor in the Statistics and Data Science Department at the Wharton School, University of Pennsylvania) 2025-11-20 14:00: Learning shallow neural networks in high dimensions: SGD dynamics and scaling laws (Denny Wu, Faculty Fellow at the Center for Data Science, New York University and the Flatiron Institute.) 2026-02-03 14:00: Tackling Label Corruptions: Univariate Polynomial Regression and Generalized Linear Models (Sushrut Karmalkar, Microsoft Research) 2026-02-18 14:00: Applications of Algorithmic Information Theory (Prof Marcus Hutter, Google DeepMind, London)