Node Classification on ETH-Large
95.98F1 ScoreLineMVGNN-add
Evaluation results
| Method | Links | |
|---|---|---|
| LineMVGNN-addCategory=Our Digraph GNNs, SNF usage=w/ SNF2026.03 | 95.98 | |
| LineMVGNN-catCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 95.65 | |
| FaberNet (cat)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=cat2026.03 | 94.76 | |
| FaberNet (max)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=max2026.03 | 94.6 | |
| FaberNet (cat)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=cat2026.03 | 94.51 | |
| MVGNN-catCategory=Our Digraph GNNs, SNF usage=w/ SNF2026.03 | 94.39 | |
| MVGNN-catCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 93.94 | |
| LineMVGNN-catCategory=Our Digraph GNNs, SNF usage=w/ SNF2026.03 | 93.94 | |
| FaberNet (max)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=max2026.03 | 93.81 | |
| MVGNN-addCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 93.65 | |
| MagNetCategory=Digraph GNNs, SNF usage=w/o SNF2026.03 | 93.54 | |
| MagNetCategory=Digraph GNNs, SNF usage=w/ SNF2026.03 | 93.3 | |
| MVGNN-addCategory=Our Digraph GNNs, SNF usage=w/ SNF2026.03 | 93 | |
| PNACategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 92.49 | |
| Dir-GCN (max)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=max2026.03 | 92.07 | |
| EGATCategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 91.95 | |
| Dir-GCN (cat)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=cat2026.03 | 91.88 | |
| Dir-GCN (cat)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=cat2026.03 | 91.68 | |
| PNACategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 91.3 | |
| GINCategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 91.17 | |
| MPNNCategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 90.87 | |
| GCNCategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 90.72 | |
| GCNCategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 90.68 | |
| LineMVGNN-addCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 90.48 | |
| GraphSAGECategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 89.84 | |
| GINCategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 89.5 | |
| MPNNCategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 88.54 | |
| Dir-GAT (cat)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=cat2026.03 | 87.69 | |
| DiGCNCategory=Digraph GNNs, SNF usage=w/ SNF2026.03 | 86.5 | |
| Dir-GCN (max)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=max2026.03 | 85.98 | |
| Dir-GAT (max)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=max2026.03 | 85.15 | |
| SigMaNetCategory=Digraph GNNs, SNF usage=w/o SNF2026.03 | 83 | |
| DiGCNCategory=Digraph GNNs, SNF usage=w/o SNF2026.03 | 82.9 | |
| SigMaNetCategory=Digraph GNNs, SNF usage=w/ SNF2026.03 | 80.18 | |
| GraphSAGECategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 67.05 | |
| EGATCategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 67.05 | |
| Dir-GAT (cat)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=cat2026.03 | 67.05 | |
| Dir-GAT (max)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=max2026.03 | 67.05 |