5 papers
MLPs at the EOC: Concentration of the NTK
Dávid Terjék, Diego González-Sánchez
We study the concentration of the Neural Tangent Kernel (NTK) of -layer Multilayer Perceptrons (M…
MLPs at the EOC: Spectrum of the NTK
Dávid Terjék, Diego González-Sánchez
We study the properties of the Neural Tangent Kernel (NTK) corres…
A Framework for Overparameterized Learning
Dávid Terjék, Diego González-Sánchez
A candidate explanation of the good empirical performance of deep neural networks is the implicit regularization effect of first order optimization methods. Inspired by this, we pr…
Optimal transport with -divergence regularization and generalized Sinkhorn algorithm
Dávid Terjék, Diego González-Sánchez
Entropic regularization provides a generalization of the original optimal transport problem. It introduces a penalty term defined by the Kullback-Leibler divergence, making the pro…
A note on the Bilinear Bogolyubov Theorem: Transverse and bilinear sets
Pierre-Yves Bienvenu, Diego González-Sánchez, Ángel D. Martínez
A set is called when it is the zero set of a family of linear and bilinear forms, and when i…