Guido Montufar

Gradient Descent with Large Step Sizes: Chaos and Fractal Convergence Region

Implicit Bias of Mirror Flow for Shallow Neural Networks in Univariate Regression

Zero-Shot Context Generalization in Reinforcement Learning from Few Training Contexts

Low Rank Gradients and Where to Find Them

Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing

On the Local Complexity of Linear Regions in Deep ReLU Networks

On the Local Complexity of Linear Regions in Deep ReLU Networks

Geometry of the Loss Landscape in Invariant Deep Linear Neural Networks

Pg-GAT: A Complete Graph Model for Cancer Detection and Subtyping in Whole Slide Images Analysis