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ResearchFormerly WizWand

Graph-level Cycle Counting on Chordal Cycle Counting (test)

0MAE (3-cycle)FloydNet

Evaluation results

Method	Links
FloydNet2026.01		0	0	0.001	0.001	0	0.001	—	—
FloydNet2026.01		0	0	0	0	0	0	—	—
Subgraph GNN2026.01		0.001	0.003	0.09	0.096	0.038	0.065	—	—
Local 2-GNN2026.01		0.001	0.005	0.01	0.019	0.005	0.014	—	—
Subgraph GNN2026.05		0.001	0.003	0.09	0.096	—	—	0.038	0.065
Local 2-GNN2026.05		0.001	0.005	0.01	0.019	—	—	0.005	0.014
Local 2-FGNN2026.01		0.003	0.004	0.01	0.02	0.003	0.01	—	—
Local 2-FGNN2026.01		0.003	0.006	0.012	0.022	0.005	0.012	—	—
Local 2-FGNN2026.05		0.003	0.004	0.01	0.02	—	—	—	—
Local 2-FGNN2026.05		0.003	0.006	0.012	0.022	—	—	0.005	0.012
FSPECGNN2026.05		0.003	0.008	0.026	0.045	—	—	0.009	0.033
FSPECGNN2026.05		0.005	0.018	0.024	0.033	—	—	—	—
Local 2-GNN2026.01		0.008	0.011	0.017	0.034	0.007	0.016	—	—
Local 2-GNN2026.05		0.008	0.011	0.017	0.034	—	—	—	—
Subgraph GNN2026.01		0.01	0.02	0.024	0.046	0.007	0.027	—	—
Subgraph GNN2026.05		0.01	0.02	0.024	0.046	—	—	—	—
Spec. Inv. GNN2026.05		0.072	0.072	0.089	0.089	—	—	—	—
MPNN2026.01		0.358	0.208	0.188	0.146	0.261	0.205	—	—
MPNN2026.05		0.358	0.208	0.188	0.146	—	—	—	—