Umut Simsekli

On the Interaction of Compressibility and Adversarial Robustness

Stability, Complexity and Data-Dependent Worst-Case Generalization Bounds

Algorithm- and Data-Dependent Generalization Bounds for Diffusion Models

The Surprising Agreement Between Convex Optimization Theory and Learning-Rate Scheduling for Large Model Training

Heavy-Tailed Diffusion with Denoising Levy Probabilistic Models