A Short Tutorial on The Weisfeiler-Lehman Test And Its Variants

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A Short Tutorial on The Weisfeiler-Lehman Test And Its Variants

18 January 2022

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Papers citing "A Short Tutorial on The Weisfeiler-Lehman Test And Its Variants"

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Title
On the Hölder Stability of Multiset and Graph Neural Networks Yair Davidson Nadav Dym 151 2 0 11 Jun 2024
A Novel Higher-order Weisfeiler-Lehman Graph Convolution C. Damke Vitali M. Melnikov Eyke Hüllermeier GNN 44 14 0 01 Jul 2020
A Survey on The Expressive Power of Graph Neural Networks Ryoma Sato 344 173 0 09 Mar 2020
What graph neural networks cannot learn: depth vs width Andreas Loukas GNN 86 301 0 06 Jul 2019
Wasserstein Weisfeiler-Lehman Graph Kernels Matteo Togninalli M. Ghisu Felipe Llinares-López Bastian Rieck Karsten Borgwardt 69 201 0 04 Jun 2019
On the equivalence between graph isomorphism testing and function approximation with GNNs Zhengdao Chen Soledad Villar Lei Chen Joan Bruna 97 282 0 29 May 2019
Provably Powerful Graph Networks Haggai Maron Heli Ben-Hamu Hadar Serviansky Y. Lipman 133 582 0 27 May 2019
Weisfeiler and Leman go sparse: Towards scalable higher-order graph embeddings Christopher Morris Gaurav Rattan Petra Mutzel 75 13 0 02 Apr 2019
Invariant and Equivariant Graph Networks Haggai Maron Heli Ben-Hamu Nadav Shamir Y. Lipman 143 508 0 24 Dec 2018
Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks Christopher Morris Martin Ritzert Matthias Fey William L. Hamilton J. E. Lenssen Gaurav Rattan Martin Grohe GNN 194 1,645 0 04 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 257 7,705 0 01 Oct 2018
Representation Learning on Graphs: Methods and Applications William L. Hamilton Rex Ying J. Leskovec GNN 185 1,980 0 17 Sep 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 598 7,496 0 04 Apr 2017
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 813 3,298 0 24 Nov 2016
Spectral Networks and Locally Connected Networks on Graphs Joan Bruna Wojciech Zaremba Arthur Szlam Yann LeCun GNN 230 4,884 0 21 Dec 2013