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Published at November 21

GNN-MultiFix: Addressing the pitfalls for GNNs for multi-label node classification

Released Date: November 21, 2024

Authors: Tianqi Zhao¹, Megha Khosla¹

Aff.: ¹Delft University of Technology, The Netherlands

Arxiv: http://arxiv.org/abs/2411.14094v1

Refer to caption

Method	BlogCat	Yelp	DBLP	PCG
Mlp	$0.043$	$0.096$	$0.350$	$0.148$
DeepWalk	$0.190$	$0.096$	$0.585$	$0.229$
MajorityVote	$0.133$	$0.112$	$0.869$	$0.203$
LANC	$0.050$	OOM	$0.836$	$0.185$
Gcn	$0.037$	$0.131$	$0.893$	$0.210$
Gat	$0.041$	$0.150$	$0.829$	$0.168$
GraphSage	$0.045$	0.251	$0.868$	$0.185$
H2Gcn	$0.039$	$0.226$	$0.858$	$0.192$
FSGNN	$0.075$	$0.093$	$0.858$	$0.163$
GCN-LPA	$0.043$	$0.116$	$0.801$	$0.167$
GNN-LSPE	$0.165$	OOM	$0.590$	0.528
ID-GNN-Fast	$0.037$	$0.134$	$0.857$	$0.235$
GNN-MultiFix-Linear	0.225	$0.200$	$\underline{0.935}$	$0.242$
GNN-MultiFix-MLP1	$\underline{0.220}$	$0.217$	$0.931$	$\underline{0.254}$
GNN-MultiFix-MLP3	$0.127$	$\underline{0.238}$	0.942	$0.252$