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Towards Bridging Generalization and Expressivity of Graph Neural
  Networks

Towards Bridging Generalization and Expressivity of Graph Neural Networks

14 October 2024
Shouheng Li
Floris Geerts
Dongwoo Kim
Qing Wang
ArXiv (abs)PDFHTML

Papers citing "Towards Bridging Generalization and Expressivity of Graph Neural Networks"

2 / 2 papers shown
Title
Graph Representational Learning: When Does More Expressivity Hurt Generalization?
Graph Representational Learning: When Does More Expressivity Hurt Generalization?
Sohir Maskey
Raffaele Paolino
Fabian Jogl
Gitta Kutyniok
Johannes F. Lutzeyer
102
0
0
16 May 2025
Towards Graph Foundation Models: A Study on the Generalization of Positional and Structural Encodings
Towards Graph Foundation Models: A Study on the Generalization of Positional and Structural Encodings
Billy Joe Franks
Moshe Eliasof
Semih Cantürk
Guy Wolf
Carola-Bibiane Schönlieb
Sophie Fellenz
Marius Kloft
AI4CE
152
1
0
10 Dec 2024
1