From: Sequence-to-sequence modeling for graph representation learning
Datasets | MUTAG | PTC | Enzymes | fig1 | Nci1 | Nci109 | Â |
---|---|---|---|---|---|---|---|
# Graphs | 188 | 344 | 600 | 1113 | 4110 | 4127 | Â |
EntropyWL1 | 2.72 | 4.03 | 5.45 | 5.54 | 4.21 | 4.22 | Â |
EntropyWL2 | 4.65 | 7.09 | 12.60 | 13.26 | 8.23 | 8.25 | Â |
ClusteringCoef | 0 | 0.0025 | 0.453 | 0.51 | 0.003 | 0.003 | Â |
Avg. Nodes | 17.9 | 25.5 | 32.6 | 39.1 | 29.8 | 29.6 | Â |
# Labels | 7 | 19 | 2 | 3 | 37 | 38 | Â |
# Classes | 2 | 2 | 6 | 2 | 2 | 2 | Avg Rank |
SPK (BK05) | 85.2 ±2.4 | 58.2 ± 2.4 | 40.1 ± 1.5 | 75.1 ± 0.5 | 73.0 ± 0.2 | 73.0 ± 0.2 | 7.5 |
RWK (G+03) | 83.7 ±1.5 | 57.8 ±1.3 | 24.2 ±1.6 | 74.2 ±0.4 | — | — | — |
GK (S+09) | 81.7 ± 2.1 | 57.2 ± 1.4 | 26.6 ±0.9 | 71.7 ±0.5 | 62.3 ± 0.2 | 62.6 ± 0.1 | 8.5 |
WLSK (S+11) | 80.7 ±3.0 | 57.0 ±2.0 | 53.1 ±1.1 | 72.9 ±0.5 | 80.1 ±0.5 | 80.2 ±0.3 | 8.5 |
node2vec (G+16) | 82.01 ±1.0 | 55.60 ±1.4 | 19.42 ±2.3 | 70.76 ±1.2 | 61.91 ±0.3 | 61.53 ±0.9 | 9.5 |
DGK (YW15) | 87.4 ±2.7 | 60.1 ±2.5 | 53.4 ±0.9 | 75.7 ±0.5 | 80.3 ±0.4 | 80.3 ±0.3 | 5.6 |
PSCN (N+16) | 9 2 . 6 | 62.3 | — | 75.9 | 78.6 | — | — |
WL-OA (K+16) | 86.0 ±1.7 | 63.6 ±1.5 | 59.9 ±1.1 | 76.4 ±0.4 | 86.1 ±0.2 | 86.3 ±0.2 | 3.3 |
GCN (KI+17) | 86.3 ±2.1 | 63.28 ±3.9 | 56.6 ±3.5 | 75.9 ±2.8 | 81.1 ±1.6 | 80.7 ±1.8 | 5.0 |
graph2vec (N+17) | 83.15 ±9.2 | 60.17 ±6.9 | — | 73.30 ±2.0 | 73.22 ±1.9 | 74.26 ±1.5 | — |
WL PM (NI+17) | 87.77 ±0.8 | 61.41 ±0.8 | 55.55 ±0.5 | — | 86.40 ±0.2 | 85.34 ±0.2 | — |
LWL (M+17) | 85.2 ±1.6 | 64.7 ±0.2 | 61.8 ±1.2 | 76.4 ±0.7 | 83.1 ±0.2 | 82.0 ±0.3 | 3.0 |
DGCNN (Z+18) | 85.83 ±1.6 | 58.59 ±2.4 | — | 75.54 ±0.9 | 74.44 ±0.4 | — | — |
SGR (T+18) | 86.97 | — | 33.67 | 73.83 | — | — | — |
S2S-N2N-PP | 89.86 ±1.1 | 64.54 ±1.1 | 6 3 . 9 6 ± 0 . 6 | 76.51 ±0.5 | 83.72 ±0.4 | 83.64 ±0.3 | 2 . 5 |
supervised | 89.91 ±1.5 | 6 5 . 7 2 ± 1 . 2 | 57.48 ±0.8 | 7 7 . 2 8 ± 0 . 9 | 8 6 . 6 5 ± 0 . 6 | 8 6 . 6 1 ± 0 . 5 | 1 . 5 |