Graph Classification on PROTEIN (accuracy)
84.91AccuracySOTA
Evaluation Results
| Method | Links | |
|---|---|---|
| SOTA2024.10 | 84.91 | |
| FSW-GNN2024.10 | 76.93 | |
| SortMPNN2024.10 | 76.46 | |
| SHORTEST-PATHMethod category=Kernel2018.10 | 76.4 | |
| WL-OA2018.11 | 76.4 | |
| GIN-0Category=GNN2021.02 | 76.31 | |
| GIN2024.10 | 76.2 | |
| GCN2024.10 | 76 | |
| P-WL-UC2019.04 | 75.9 | |
| PATCHYSANMethod category=GNN2018.10 | 75.9 | |
| 1-2-3-GNNTuning status=No Tuning, Method category=GNN2018.10 | 75.9 | |
| GraphSage2024.10 | 75.9 | |
| RetGK2019.04 | 75.8 | |
| RetGk2018.11 | 75.8 | |
| DGK2019.04 | 75.7 | |
| DGK2018.11 | 75.7 | |
| WKPI-KM2019.04 | 75.5 | |
| DGCNNMethod category=GNN2018.10 | 75.5 | |
| 1-2-3-GNNTuning status=Tuned, Method category=GNN2018.10 | 75.5 | |
| WL-OAMethod category=Kernel2018.10 | 75.3 | |
| PF2019.04 | 75.2 | |
| 2-WLMethod category=Kernel2018.10 | 75.2 | |
| AdaptMPNN2024.10 | 75.12 | |
| PSCN2019.04 | 75 | |
| PSCN2018.11 | 75 | |
| PSCNCategory=GNN2021.02 | 74.96 | |
| GDL-gCategory=OT (Ours), Graph Representation=SP2021.02 | 74.86 | |
| 3-WLMethod category=Kernel2018.10 | 74.7 | |
| GDL-gCategory=OT (Ours), Graph Representation=ADJ2021.02 | 74.59 | |
| FGW SPAttributes=Vector, Kernel=Shortest Path2018.05 | 74.55 | |
| FGWKCategory=OT, Graph Representation=SP2021.02 | 74.34 | |
| 1-WLMethod category=Kernel2018.10 | 73.8 | |
| LDPextra node feature=label2018.11 | 73.7 | |
| GWF-rCategory=OT, Graph Representation=ADJ2021.02 | 73.64 | |
| S-GWKCategory=OT, Graph Representation=ADJ2021.02 | 73.51 | |
| FGSD2018.11 | 73.4 | |
| WKPI-KC2019.04 | 73.2 | |
| GWF-fCategory=OT, Graph Representation=ADJ2021.02 | 73.06 | |
| GDL-wCategory=OT (Ours), Graph Representation=SP2021.02 | 72.95 | |
| GRAPHLETMethod category=Kernel2018.10 | 72.9 | |
| LDPextra node feature=none2018.11 | 72.7 | |
| FGWKCategory=OT, Graph Representation=ADJ2021.02 | 72.41 | |
| 1-GNNTuning status=Tuned, Method category=GNN2018.10 | 72.2 | |
| GDL-wCategory=OT (Ours), Graph Representation=ADJ2021.02 | 72.13 | |
| HOPPERKCategory=Kernels2021.02 | 72.07 | |
| HOPPERKAttributes=Vector2018.05 | 71.96 | |
| PSCNAttributes=Vector, K=52018.05 | 71.79 | |
| GK2018.11 | 71.7 | |
| WL2019.04 | 71.2 | |
| WL2018.11 | 71.2 | |
| 1-GNNTuning status=No Tuning, Method category=GNN2018.10 | 70.7 | |
| PSCNAttributes=Vector, K=102018.05 | 67.95 | |
| PROPAKCategory=Kernels2021.02 | 61.73 | |
| PROPAKAttributes=Vector2018.05 | 61.34 | |
| DCNNMethod category=GNN2018.10 | 61.3 |