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Benchmarks
Graph Expressivity on BREC Basic Graphs v1
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60
Number
3-WL
14.24
26.12
38
49.88
May 7, 2026
Number
Accuracy
Updated 26d ago
Evaluation Results
Method
Method
Links
Number
Accuracy
3-WL
Type=Non-GNNs
2026.05
60
100
N2
Type=Non-GNNs
2026.05
60
100
SUN
Type=Subgraph GNNs
2026.05
60
100
GNN-AK
Type=Subgraph GNNs
2026.05
60
100
I2-GNN
Type=Subgraph GNNs
2026.05
60
100
PPGN
Type=k-WL GNNs
2026.05
60
100
GSN
Type=Substructure GNNs
2026.05
60
100
Invariants (raw)
Type=Ours
2026.05
60
100
Invariants (MLP)
Type=Ours
2026.05
60
100
NGNN
Type=Subgraph GNNs
2026.05
59
98.3
DSS-GNN
Type=Subgraph GNNs
2026.05
58
96.7
OSAN
Type=Random GNNs
2026.05
56
93.3
DropGNN
Type=Random GNNs
2026.05
52
86.7
SPD-WL
Type=Non-GNNs
2026.05
16
26.7
Graphormer
Type=Transformer GNNs
2026.05
16
26.7
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