Graph Classification on IMDB-MULTI (test)
55.53AccuracyDiffPool-TIP
Evaluation results
| Method | Links | |
|---|---|---|
| DiffPool-TIPTIP=true2024.02 | 55.53 | |
| Graclus2024.02 | 54.72 | |
| MinCutPool-TIPTIP=true2024.02 | 54.47 | |
| DiffPoolTIP=false2024.02 | 54.32 | |
| GSN2021.02 | 54.3 | |
| DMONPool-TIPTIP=true2024.02 | 54.23 | |
| DMONPoolTIP=false2024.02 | 54.07 | |
| TOGL2024.02 | 53.87 | |
| MinCutPoolTIP=false2024.02 | 53.87 | |
| TopK2024.02 | 53.66 | |
| GraphSAGE2024.02 | 53.46 | |
| GIN2024.02 | 53.28 | |
| GCN2024.02 | 53.23 | |
| GNTK2021.02 | 52.8 | |
| GSN2024.02 | 52.6 | |
| SUM-MLP (GIN-0)Aggregation=SUM, Architecture=MLP2018.10 | 52.3 | |
| MEAN-MLPAggregation=MEAN, Architecture=MLP2018.10 | 52.3 | |
| GIN2019.04 | 52.3 | |
| GIN2021.02 | 52.3 | |
| SUM-1-LAYERAggregation=SUM, Architecture=1-layer2018.10 | 52.2 | |
| SUM-MLP (GIN-ε)Aggregation=SUM, Architecture=MLP2018.10 | 52.1 | |
| WEGL2021.02 | 52 | |
| MEAN-1-LAYER (GCN)Aggregation=MEAN, Architecture=1-layer2018.10 | 51.9 | |
| AWL2018.10 | 51.5 | |
| MAX-MLPAggregation=MAX, Architecture=MLP2018.10 | 51.1 | |
| WL subtree2018.10 | 50.9 | |
| MAX-1-LAYER (GraphSAGE)Aggregation=MAX, Architecture=1-layer2018.10 | 50.9 | |
| WL-Kernel2021.02 | 50.9 | |
| 3WLGNN2021.02 | 50.5 | |
| WL2019.04 | 49.8 | |
| WKPI-kCvariant=kC2019.04 | 49.5 | |
| DGCNN2021.02 | 47.8 | |
| CRAWL2021.02 | 47.77 | |
| RetGK2019.04 | 47.7 | |
| WKPI-KMvariant=KM2019.04 | 46.4 | |
| XGKNBatch size=64, Learning rate=0.01, Weight decay=1e-4, Optimizer=Adam, Epochs=1000, Node embeddings size=162026.05 | 45.6 | |
| PATCHYSAN2018.10 | 45.2 | |
| FGSD2019.04 | 45.2 | |
| PSCN2019.04 | 45.2 | |
| DGK2019.04 | 44.6 | |
| DCNN2018.10 | 33.5 |