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2404.03473
Cited By

Generalization Bounds for Message Passing Networks on Mixture of
Graphons

Generalization Bounds for Message Passing Networks on Mixture of Graphons

4 April 2024

ArXiv (abs)PDF HTML

Papers citing "Generalization Bounds for Message Passing Networks on Mixture of Graphons"

7 / 7 papers shown

Learning from one graph: transductive learning guarantees via the geometry of small random worlds

Learning from one graph: transductive learning guarantees via the geometry of small random worlds

Luca Galimberti

Anastasis Kratsios

175

2

0

08 Sep 2025

A Note on Graphon-Signal Analysis of Graph Neural Networks

A Note on Graphon-Signal Analysis of Graph Neural Networks

Levi Rauchwerger

130

0

0

25 Aug 2025

Understanding Generalization in Node and Link Prediction

Understanding Generalization in Node and Link Prediction

Antonis Vasileiou

Christopher Morris

291

0

0

01 Jul 2025

Graph Representational Learning: When Does More Expressivity Hurt Generalization?

Graph Representational Learning: When Does More Expressivity Hurt Generalization?

Raffaele Paolino

Johannes F. Lutzeyer

305

2

0

16 May 2025

Generalization of Geometric Graph Neural Networks with Lipschitz Loss Functions

Generalization of Geometric Graph Neural Networks with Lipschitz Loss FunctionsIEEE Transactions on Signal Processing (IEEE TSP), 2024

Alejandro Ribeiro

297

6

0

08 Sep 2024

A Manifold Perspective on the Statistical Generalization of Graph Neural
Networks

A Manifold Perspective on the Statistical Generalization of Graph Neural Networks

Alejandro Ribeiro

282

13

0

07 Jun 2024

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

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

Matthieu Cordonnier

Nicolas Keriven

Nicolas M Tremblay

574

12

0

21 Apr 2023