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Generalization and Representational Limits of Graph Neural Networks

Generalization and Representational Limits of Graph Neural Networks

14 February 2020
Vikas Garg
Stefanie Jegelka
Tommi Jaakkola
    GNN
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Papers citing "Generalization and Representational Limits of Graph Neural Networks"

5 / 55 papers shown
Title
Semi-Supervised Classification with Graph Convolutional Networks
Semi-Supervised Classification with Graph Convolutional Networks
Thomas Kipf
Max Welling
GNN
SSL
432
28,795
0
09 Sep 2016
Convolutional Neural Networks on Graphs with Fast Localized Spectral
  Filtering
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
M. Defferrard
Xavier Bresson
P. Vandergheynst
GNN
247
7,622
0
30 Jun 2016
Discriminative Embeddings of Latent Variable Models for Structured Data
Discriminative Embeddings of Latent Variable Models for Structured Data
H. Dai
Bo Dai
Le Song
BDL
101
695
0
17 Mar 2016
Convolutional Networks on Graphs for Learning Molecular Fingerprints
Convolutional Networks on Graphs for Learning Molecular Fingerprints
David Duvenaud
D. Maclaurin
J. Aguilera-Iparraguirre
Rafael Gómez-Bombarelli
Timothy D. Hirzel
Alán Aspuru-Guzik
Ryan P. Adams
GNN
147
3,337
0
30 Sep 2015
Weak Models of Distributed Computing, with Connections to Modal Logic
Weak Models of Distributed Computing, with Connections to Modal Logic
L. Hella
Matti Järvisalo
Antti Kuusisto
Juhana Laurinharju
Tuomo Lempiäinen
Kerkko Luosto
Jukka Suomela
Jonni Virtema
101
66
0
09 May 2012
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