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ResearchFormerly WizWand

Node Classification on Physics

98.6AccuracyHMH (ours)
95.4896.2997.197.91Oct 8, 2023Mar 16, 2024Aug 24, 2024Feb 1, 2025Jul 12, 2025Dec 20, 2025May 30, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HMH (ours)2026.0598.6
TFE–GNN(sum)2026.0597.85
Specformer2026.0597.7
GCNSetting=Transductive2024.0597.36
NAGphormer2023.1097.34
NAGphormer2024.0397.34
NIDGCNSetting=Transductive2024.0597.34
Polynormer-ractivation=ReLU2024.0397.27
Polynormer2024.0397.22
PolynormerSetting=Transductive2024.0597.22
GATSetting=Transductive2024.0597.17
VecFormerCategory=VQ GT2026.0297.17
EXPHORMER+GCNAvg. Edge Percent=11.3%2024.1197.16
NIDGATSetting=Transductive2024.0597.13
GraphGPS2024.0397.12
GRAPHGPSAvg. Edge Percent=11.3%2024.1197.12
STAGNN2023.1097.09
GGCN2024.0397.07
GT2023.1097.05
GraphGPSCategory=GT2026.0297.05
RCLBackbone=GCN2023.1097.02
OrderedGNN2024.0397
ExphormerCategory=GT2026.0296.93
Exphormer2024.0396.89
PolynormerCategory=GT2026.0296.89
RCLBackbone=GraphSAGE2023.1096.88
CLNodeBackbone=GraphSAGE2023.1096.87
NAGphormerCategory=GT2026.0296.86
GPRGNN2023.1096.85
GPRGNN2024.0396.85
GPRGNNSetting=Transductive2024.0596.85
NodeFormerCategory=GT2026.0296.8
GraphFMMethod Variant=NFT2024.0796.77
ProGNNBackbone=GCN2023.1096.75
RCLBackbone=GIN2023.1096.75
SGFormerSetting=Transductive2024.0596.75
SPEXPHORMERAvg. Edge Percent=11.3%2024.1196.7
NeuralSparseBackbone=GraphSAGE2023.1096.67
SGFormerCategory=GT2026.0296.63
DIFFormer2024.0396.6
GPRGNN2026.0596.6
SLOG(N)2026.0596.6
RADE-OFBackbone=GCN2026.0596.58
PTDNetBackbone=GCN2023.1096.56
GCNBackbone=GCN2023.1096.55
APPNP2023.1096.54
APPNP2024.0396.54
APPNPSetting=Transductive2024.0596.54
GraphFMMethod Variant=MFT2024.0796.54
DropoutBackbone=GCN2026.0596.54
GCNCategory=GNN2026.0296.53
RADE-OFSBackbone=GCN2026.0596.53
GCNBackbone=GCN2026.0596.52
DropMessageBackbone=GCN2026.0596.5
GraphSAGE2024.0396.49
GRAPHSAGEAvg. Edge Percent=11.3%2024.1196.49
DropEdgeBackbone=GCN2026.0596.48
GATCategory=GNN2026.0296.47
VQGraphCategory=VQ GNN2026.0296.46
DropNodeBackbone=GCN2026.0596.46
NodeFormer2024.0396.45
NODEFORMERAvg. Edge Percent=11.3%2024.1196.45
GRAPHSAINTAvg. Edge Percent=11.3%2024.1196.43
EXPHORMER*Avg. Edge Percent=11.3%2024.1196.4
SAGECategory=GNN2026.0296.29
GOATCategory=GT2026.0296.27
GraphSAGEBackbone=GraphSAGE2023.1096.26
rGNN2024.0396.24
GOAT2024.0396.24
GOATAvg. Edge Percent=11.3%2024.1196.24
GCN2023.1096.18
GCN2024.0396.18
GCNAvg. Edge Percent=11.3%2024.1196.18
GAT2023.1096.17
GAT2024.0396.17
GATAvg. Edge Percent=11.3%2024.1196.17
GNNSVDBackbone=GCN2023.1096.11
ABGMLAverage Rank=3.22025.1296.1
GCNII2026.0596.1
GCNII2024.0395.97
GNNSVDBackbone=GraphSAGE2023.1095.96
VQGraphSetting=Transductive2024.0595.93
MSGArchitecture Type=SNN-R2024.1095.93
BernNet2026.0595.9
κ-GCNArchitecture Type=ANN-R2024.1095.85
GCN2026.0595.8
GAT2026.0595.8
ChebNetII2026.0595.8
lrGAE 8Method Category=Structure-based2024.1095.8
CLNodeBackbone=GCN2023.1095.76
CLNodeBackbone=GIN2023.1095.75
GCN2025.1295.7
GCAAverage Rank=7.42025.1295.7
BGRLAverage Rank=5.62025.1295.7
lrGAE 7Method Category=Structure-based2024.1095.7
GINBackbone=GIN2023.1095.62
SAGEArchitecture Type=ANN-E2024.1095.62
GraphMAE + COREAverage Rank=4, Node Masking=GraphMAE2025.1295.6
GraphMAE2 + COREAverage Rank=2.1, Node Masking=GraphMAE22025.1295.6
MaskGAEMethod Category=Structure-based2024.1095.6