Guido Montufar

Implicit Bias of Gradient Descent for Mean Squared Error Regression with Two-Layer Wide Neural Networks

Hui Jin and Guido Montúfar

Journal article | 2023 | Journal of Machine Learning Research

Code: https://github.com/huijin12/Implicit_Bias_Wide_Neural_Networks

FoSR: First-Order Spectral Rewiring for Addressing Oversquashing In GNNs

Kedar Karhadkar, Pradeep Kr. Banerjee, Guido Montufar

Journal article | 2023 | Open Review

Code: https://github.com/kedar2/FoSR

On the Effectiveness of Persistent Homology

Renata Turkes, Guido Montufar, Nina Otter

Journal article | 2022 | NeurIPS

Spectral Bias Outside the Training Set for Deep Networks in the Kernel Regime

Benjamin Bowman, Guido Montufar

Journal article | 2022 | NeurIPS

Geometry of Linear Convolution Networks

Kathlen Kohn, Thomas Merkh, Guido Montufar, Matthew Trager

Journal article | 2022 | Society for Industrial and Applied Mathematics

DOI: https://doi.org/10.1137/21M1441183

Learning Curves for Gaussian Process Regression with Power-Law Priors and Targets

Hui Jin, Pradeep Kr. Banerjee, Guido Montufar

Journal article | 2022 | Open Review

Characterizing The Spectrum Of The NTK Via A Power Series Expansion

Michael Murray, Hui Jin, Benjamin Bowman, Guido Montufar

Journal article | Open Review

Code: https://github.com/bbowman223/data_ntk