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Published at November 4

Do graph neural network states contain graph properties?

cs.LG

cs.AI

Released Date: November 4, 2024

Authors: Tom Pelletreau-Duris¹, Ruud van Bakel¹, Michael Cochez¹

Aff.: ¹Department of Computer Science, Vrije Universiteit Amsterdam

Arxiv: http://arxiv.org/abs/2411.02168v1

Refer to caption

Method	Test Accuracy
GCN (control)	$0.90$
GCN ( $L_{2}$ )	$0.97$
GCN (dropout)	$0.93$
GIN (control)	$\mathbf{1.00}$
GIN ( $L_{2}$ )	$0.99$
GIN (dropout)	$1.00$
GAT	$0.97$