Convergence and Stability of Graph Convolutional Networks on Large
Random Graphs

Convergence and Stability of Graph Convolutional Networks on Large Random Graphs

2 June 2020

Nicolas Keriven

Papers citing "Convergence and Stability of Graph Convolutional Networks on Large Random Graphs"

15 / 15 papers shown

Title
Decentralized Learning Strategies for Estimation Error Minimization with Graph Neural Networks Xingran Chen Navid Naderializadeh Alejandro Ribeiro Shirin Saeedi Bidokhti 283 1 0 04 Apr 2024
Convergence of Message Passing Graph Neural Networks with Generic Aggregation On Large Random Graphs Matthieu Cordonnier Nicolas Keriven Nicolas M Tremblay Samuel Vaiter GNN 67 8 0 21 Apr 2023
Transferability of Spectral Graph Convolutional Neural Networks Ron Levie Wei Huang Lorenzo Bucci M. Bronstein Gitta Kutyniok GNN 81 127 0 30 Jul 2019
On the equivalence between graph isomorphism testing and function approximation with GNNs Zhengdao Chen Soledad Villar Lei Chen Joan Bruna 58 278 0 29 May 2019
Universal Invariant and Equivariant Graph Neural Networks Nicolas Keriven Gabriel Peyré 104 290 0 13 May 2019
Stability Properties of Graph Neural Networks Fernando Gama Joan Bruna Alejandro Ribeiro 47 229 0 11 May 2019
On the Universality of Invariant Networks Haggai Maron Ethan Fetaya Nimrod Segol Y. Lipman OOD 72 238 0 27 Jan 2019
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 132 7,554 0 01 Oct 2018
Computational Optimal Transport Gabriel Peyré Marco Cuturi OT 117 2,133 0 01 Mar 2018
Sharp asymptotic and finite-sample rates of convergence of empirical measures in Wasserstein distance Jonathan Niles-Weed Francis R. Bach 101 417 0 01 Jul 2017
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 471 3,264 0 24 Nov 2016
Spectral Networks and Locally Connected Networks on Graphs Joan Bruna Wojciech Zaremba Arthur Szlam Yann LeCun GNN 115 4,856 0 21 Dec 2013
Deep Scattering Spectrum Joakim Andén S. Mallat 60 533 0 24 Apr 2013
Invariant Scattering Convolution Networks Joan Bruna S. Mallat 60 1,272 0 05 Mar 2012
A survey of statistical network models Anna Goldenberg A. Zheng S. Fienberg E. Airoldi 143 980 0 29 Dec 2009