Graph-level regression on ZINC full (test)
0.014MAETIGT
Evaluation Results
| Method | Links | |
|---|---|---|
| TIGT2024.02 | 0.014 | |
| GRITArchitecture Category=Graph Transformers2023.05 | 0.023 | |
| GRIT2024.02 | 0.023 | |
| SignNet2022.02 | 0.024 | |
| SignNetArchitecture Category=PE-GNN2023.05 | 0.024 | |
| SignNet2024.02 | 0.024 | |
| Graphormer-GDTime (s)=12.52, Params=502,7932023.06 | 0.025 | |
| Graphormer-GDArchitecture Category=Graph Transformers2023.05 | 0.025 | |
| Graphormervariant=GD2024.02 | 0.025 | |
| CIN++Time (s)=8.29, Params=501,9672023.06 | 0.027 | |
| Graphormer + URPE-based Attention#Params=4917372022.05 | 0.028 | |
| URPETime (s)=12.4, Params=491,7372023.06 | 0.028 | |
| Graphormer-URPEArchitecture Category=Graph Transformers2023.05 | 0.028 | |
| Graphormervariant=URPE2024.02 | 0.028 | |
| NGNNParams=~500k2023.06 | 0.029 | |
| HIMP#Params=6145162022.05 | 0.036 | |
| δ-2-GNN2022.02 | 0.042 | |
| δ-2-GNNArchitecture Category=Higher-order GNNs2023.05 | 0.042 | |
| Cy2C-GNNs2024.02 | 0.042 | |
| CIN-SmallParams=~100k2023.06 | 0.044 | |
| δ-2-LGNN2022.02 | 0.045 | |
| δ-2-LGNNArchitecture Category=Higher-order GNNs2023.05 | 0.045 | |
| Graphormer#Params=4893212022.05 | 0.052 | |
| GraphormerTime (s)=12.26, Params=489,3212023.06 | 0.052 | |
| GraphormerArchitecture Category=Graph Transformers2023.05 | 0.052 | |
| Graphormer2024.02 | 0.052 | |
| GIN2022.02 | 0.088 | |
| GIN#Params=5095492022.05 | 0.088 | |
| GINTime (s)=8.05, Params=509,5492023.06 | 0.088 | |
| GINArchitecture Category=MPNNs2023.05 | 0.088 | |
| GIN2024.02 | 0.088 | |
| MoNet#Params=5040132022.05 | 0.09 | |
| MoNetTime (s)=7.19, Params=504,0132023.06 | 0.09 | |
| MoNetArchitecture Category=MPNNs2023.05 | 0.09 | |
| GAT#Params=5313452022.05 | 0.111 | |
| GATTime (s)=8.28, Params=531,3452023.06 | 0.111 | |
| GATArchitecture Category=MPNNs2023.05 | 0.111 | |
| GAT2024.02 | 0.111 | |
| GCN#Params=5050792022.05 | 0.113 | |
| GCNTime (s)=5.85, Params=505,0792023.06 | 0.113 | |
| GCNArchitecture Category=MPNNs2023.05 | 0.113 | |
| GCN2024.02 | 0.113 | |
| GraphSAGE#Params=5053412022.05 | 0.126 | |
| GraphSAGETime (s)=6.02, Params=505,3412023.06 | 0.126 | |
| GraphSAGEArchitecture Category=MPNNs2023.05 | 0.126 |