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ResearchFormerly WizWand

Node Classification on CS (accuracy)

96.8AccuracyHMH (ours)
62.68871.54480.489.256Oct 14, 2024Jan 20, 2025Apr 29, 2025Aug 6, 2025Nov 13, 2025Feb 20, 2026May 30, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HMH (ours)2026.0596.8
TFE–GNN(sum)2026.0596.1
Specformer2026.0596.07
SLOG(N)2026.0594.4
GPRGNN2026.0594.2
GAT2026.0593.8
BernNet2026.0593.8
OptBasisGNN2026.0593.8
RADE-OFBackbone=GCN2026.0593.26
RADE-OFSBackbone=GCN2026.0593.21
lrGAE 8Method Category=Structure-based2024.1093.1
GCNBackbone=GCN2026.0592.97
DropNodeBackbone=GCN2026.0592.96
DropoutBackbone=GCN2026.0592.92
MaskGAEMethod Category=Structure-based2024.1092.9
lrGAE 6Method Category=Structure-based2024.1092.9
UniFilter†2026.0592.8
SeeGeraMethod Category=Feature-based2024.1092.8
lrGAE 7Method Category=Structure-based2024.1092.8
CCA-SSGMethod Category=Standard GCL2024.1092.7
GraphMAEMethod Category=Feature-based2024.1092.7
GraphMAE2Method Category=Feature-based2024.1092.7
EPAGCLMethod Category=Standard GCL2024.1092.6
S2GAEMethod Category=Structure-based2024.1092.6
SERBackbone=GCN2026.0592.57
MTGCN2026.0592.54
GRACEMethod Category=Standard GCL2024.1092.5
S3GCLMethod Category=Standard GCL2024.1092.5
BGRLMethod Category=Standard GCL2024.1092.4
GGDMethod Category=Standard GCL2024.1092.4
GiGaMAEMethod Category=Feature-based2024.1092.4
R-regBackbone=GCN2026.0592.36
P-regBackbone=GCN2026.0592.35
CPBackbone=GCN2026.0592.26
DGIMethod Category=Standard GCL2024.1092.1
DropEdgeBackbone=GCN2026.0592.1
GAEMethod Category=Structure-based2024.1092
SERBackbone=GAT2026.0591.84
GCNII2026.0591.8
P-regBackbone=GAT2026.0591.78
CPBackbone=GAT2026.0591.77
R-regBackbone=GAT2026.0591.77
DropMessageBackbone=GCN2026.0591.57
NASABackbone=GCN2026.0591.55
LapRBackbone=GAT2026.0591.54
LapRBackbone=GCN2026.0591.5
VanillaBackbone=GCN2026.0591.25
VanillaBackbone=GAT2026.0591.22
NASABackbone=GAT2026.0590.8
GCN2026.0590.5
M2M-GNN†2026.0590.35
SERBackbone=GT, Regularization Strategy=Structure Entropy Regularization2026.0590.17
P-regBackbone=GT, Regularization Strategy=P-reg2026.0589.72
CPBackbone=GT, Regularization Strategy=Canonical Polyadic2026.0589.3
JacobiConv2026.0588.2
R-regBackbone=GT, Regularization Strategy=R-reg2026.0587.43
LapRBackbone=GT, Regularization Strategy=Laplacian Regularization2026.0587.06
NASABackbone=GT, Regularization Strategy=NASA2026.0586.88
VanillaBackbone=GT, Regularization Strategy=None2026.0586.79
GAEfMethod Category=Feature-based2024.1078
ChebNetII2026.0564