Node Classification on FPT
99.54F1 ScoreLineMVGNN-cat
Evaluation results
| Method | Links | |
|---|---|---|
| LineMVGNN-catCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 99.54 | |
| FaberNet (max)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=max2026.03 | 99.45 | |
| FaberNet (cat)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=cat2026.03 | 99.34 | |
| Dir-GAT (max)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=max2026.03 | 99.08 | |
| LineMVGNN-addCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 99.05 | |
| MVGNN-catCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 98.58 | |
| MVGNN-addCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 98.21 | |
| Dir-GAT (cat)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=cat2026.03 | 97.68 | |
| MagNetCategory=Digraph GNNs, SNF usage=w/o SNF2026.03 | 96.16 | |
| GCNCategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 88.17 | |
| GraphSAGECategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 88.02 | |
| GINCategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 88.02 | |
| Dir-GCN (cat)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=cat2026.03 | 64.02 | |
| Dir-GCN (max)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=max2026.03 | 64.02 | |
| SigMaNetCategory=Digraph GNNs, SNF usage=w/o SNF2026.03 | 50.33 |