Node Classification on ETH Small
94.55F1 ScoreLineMVGNN-cat
Evaluation results
| Method | Links | |
|---|---|---|
| LineMVGNN-catCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 94.55 | |
| LineMVGNN-catCategory=Our Digraph GNNs, SNF usage=w/ SNF2026.03 | 94.41 | |
| LineMVGNN-addCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 94.07 | |
| FaberNet (cat)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=cat2026.03 | 93.93 | |
| FaberNet (max)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=max2026.03 | 93.76 | |
| LineMVGNN-addCategory=Our Digraph GNNs, SNF usage=w/ SNF2026.03 | 93.62 | |
| PNACategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 93.52 | |
| FaberNet (cat)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=cat2026.03 | 93.52 | |
| FaberNet (max)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=max2026.03 | 93.36 | |
| MVGNN-addCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 93.33 | |
| MVGNN-catCategory=Our Digraph GNNs, SNF usage=w/ SNF2026.03 | 93.31 | |
| MVGNN-catCategory=Our Digraph GNNs, SNF usage=w/o SNF2026.03 | 93.01 | |
| Dir-GCN (cat)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=cat2026.03 | 92.4 | |
| MVGNN-addCategory=Our Digraph GNNs, SNF usage=w/ SNF2026.03 | 92.31 | |
| PNACategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 91.05 | |
| GINCategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 90.55 | |
| MagNetCategory=Digraph GNNs, SNF usage=w/o SNF2026.03 | 90.12 | |
| MagNetCategory=Digraph GNNs, SNF usage=w/ SNF2026.03 | 90.09 | |
| Dir-GCN (max)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=max2026.03 | 90 | |
| GCNCategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 89.98 | |
| Dir-GCN (cat)Category=Digraph GNNs, SNF usage=w/o SNF, Jumping Knowledge=cat2026.03 | 89.87 | |
| GINCategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 89.54 | |
| EGATCategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 89.16 | |
| MPNNCategory=Non-Digraph GNNs, SNF usage=w/o SNF2026.03 | 89.12 | |
| Dir-GAT (cat)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=cat2026.03 | 88.31 | |
| GCNCategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 87.7 | |
| GraphSAGECategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 87.52 | |
| Dir-GCN (max)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=max2026.03 | 85.77 | |
| SigMaNetCategory=Digraph GNNs, SNF usage=w/o SNF2026.03 | 83.19 | |
| DiGCNCategory=Digraph GNNs, SNF usage=w/ SNF2026.03 | 81.92 | |
| SigMaNetCategory=Digraph GNNs, SNF usage=w/ SNF2026.03 | 80.72 | |
| DiGCNCategory=Digraph GNNs, SNF usage=w/o SNF2026.03 | 80.55 | |
| Dir-GAT (max)Category=Digraph GNNs, SNF usage=w/ SNF, Jumping Knowledge=max2026.03 | 79.58 | |
| MPNNCategory=Non-Digraph GNNs, SNF usage=w/ SNF2026.03 | 78.57 | |
| 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 |