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2404.03473
Cited By
Generalization Bounds for Message Passing Networks on Mixture of Graphons
4 April 2024
Sohir Maskey
Gitta Kutyniok
Ron Levie
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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
Nils Detering
Luca Galimberti
Anastasis Kratsios
Giulia Livieri
A. M. Neuman
220
3
0
08 Sep 2025
A Note on Graphon-Signal Analysis of Graph Neural Networks
Levi Rauchwerger
Ron Levie
242
1
0
25 Aug 2025
Understanding Generalization in Node and Link Prediction
Antonis Vasileiou
Timo Stoll
Christopher Morris
AI4CE
353
1
0
01 Jul 2025
Graph Representational Learning: When Does More Expressivity Hurt Generalization?
Sohir Maskey
Raffaele Paolino
Fabian Jogl
Gitta Kutyniok
Johannes F. Lutzeyer
331
2
0
16 May 2025
Generalization of Geometric Graph Neural Networks with Lipschitz Loss Functions
IEEE Transactions on Signal Processing (IEEE TSP), 2024
Zhiyang Wang
J. Cerviño
Alejandro Ribeiro
396
7
0
08 Sep 2024
A Manifold Perspective on the Statistical Generalization of Graph Neural Networks
Zhiyang Wang
J. Cerviño
Alejandro Ribeiro
AI4CE
GNN
382
15
0
07 Jun 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
638
13
0
21 Apr 2023
1
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