Convergence of Message Passing Graph Neural Networks with Generic Aggregation On Large Random Graphs

21 April 2023

Papers citing "Convergence of Message Passing Graph Neural Networks with Generic Aggregation On Large Random Graphs"

8 / 8 papers shown

Title
Graph neural networks and non-commuting operators Mauricio Velasco Kaiying O'Hare Bernardo Rychtenberg Soledad Villar GNN 31 0 0 06 Nov 2024
Generalization Bounds for Message Passing Networks on Mixture of Graphons Sohir Maskey Gitta Kutyniok Ron Levie 40 4 0 04 Apr 2024
Almost Surely Asymptotically Constant Graph Neural Networks Sam Adam-Day Michael Benedikt .Ismail .Ilkan Ceylan Ben Finkelshtein GNN 42 0 0 06 Mar 2024
What functions can Graph Neural Networks compute on random graphs? The role of Positional Encoding Nicolas Keriven Samuel Vaiter 21 8 0 24 May 2023
Generalization Analysis of Message Passing Neural Networks on Large Random Graphs Sohir Maskey Ron Levie Yunseok Lee Gitta Kutyniok GNN 73 53 0 01 Feb 2022
A Theoretical Comparison of Graph Neural Network Extensions Pál András Papp Roger Wattenhofer 89 45 0 30 Jan 2022
Transferability of Graph Neural Networks: an Extended Graphon Approach Sohir Maskey Ron Levie Gitta Kutyniok GNN 78 49 0 21 Sep 2021
A survey of statistical network models Anna Goldenberg A. Zheng S. Fienberg E. Airoldi 115 975 0 29 Dec 2009