Path homologies of deep feedforward networks

16 October 2019

Papers citing "Path homologies of deep feedforward networks"

4 / 4 papers shown

Title
Betti numbers of attention graphs is all you really need Laida Kushnareva D. Piontkovski Irina Piontkovskaya GNN 47 2 0 05 Jul 2022
Predicting the generalization gap in neural networks using topological data analysis Rubén Ballester Xavier Arnal Clemente Carles Casacuberta Meysam Madadi C. Corneanu Sergio Escalera 76 4 0 23 Mar 2022
Persistent Homology Captures the Generalization of Neural Networks Without A Validation Set Asier Gutiérrez-Fandiño David Pérez-Fernández Jordi Armengol-Estapé Marta Villegas 43 2 0 31 May 2021
Characterizing and Measuring the Similarity of Neural Networks with Persistent Homology David Pérez-Fernández Asier Gutiérrez-Fandiño Jordi Armengol-Estapé Marta Villegas 52 6 0 19 Jan 2021