List your company
ResearchFormerly WizWand

Graph Expressivity on BREC v1 (Total)

298NumberN2
70.24129.37188.5247.63May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
N2Type=Non-GNNs2026.0529874.5
Invariants (raw)Type=Ours2026.0529273
Invariants (MLP)Type=Ours2026.0529273
I2-GNNType=Subgraph GNNs2026.0528170.2
3-WLType=Non-GNNs2026.0527067.5
GSNType=Substructure GNNs2026.0525463.5
PPGNType=k-WL GNNs2026.0523358.2
SUNType=Subgraph GNNs2026.0522355.8
GNN-AKType=Subgraph GNNs2026.0522255.5
DSS-GNNType=Subgraph GNNs2026.0522155.2
DropGNNType=Random GNNs2026.0517744.2
NGNNType=Subgraph GNNs2026.0516641.5
OSANType=Random GNNs2026.0514837
SPD-WLType=Non-GNNs2026.058320.8
GraphormerType=Transformer GNNs2026.057919.8