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Benchmarks
Graph Expressivity on BREC CFI Graphs v1
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60
Number
3-WL
-2.4
13.8
30
46.2
May 7, 2026
Number
Accuracy
Updated 26d ago
Evaluation Results
Method
Method
Links
Number
Accuracy
3-WL
Type=Non-GNNs
2026.05
60
60
PPGN
Type=k-WL GNNs
2026.05
23
23
I2-GNN
Type=Subgraph GNNs
2026.05
21
21
DSS-GNN
Type=Subgraph GNNs
2026.05
15
15
GNN-AK
Type=Subgraph GNNs
2026.05
15
15
SUN
Type=Subgraph GNNs
2026.05
13
13
SPD-WL
Type=Non-GNNs
2026.05
12
12
Invariants (raw)
Type=Ours
2026.05
12
12
Invariants (MLP)
Type=Ours
2026.05
12
12
Graphormer
Type=Transformer GNNs
2026.05
10
10
OSAN
Type=Random GNNs
2026.05
5
5
DropGNN
Type=Random GNNs
2026.05
2
2
N2
Type=Non-GNNs
2026.05
0
0
NGNN
Type=Subgraph GNNs
2026.05
0
0
GSN
Type=Substructure GNNs
2026.05
0
0
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