Graph Regression on OGB-LSC PCQM4M v2 (val)
0.0809MAEGPTrans-L
Evaluation Results
| Method | Links | |
|---|---|---|
| GPTrans-L#Param=86.0M2023.05 | 0.0809 | |
| GPTrans-B#Param=45.7M2023.05 | 0.0813 | |
| GPTrans-S#Param=13.6M2023.05 | 0.0823 | |
| TIGT# Param=13.0M2024.02 | 0.0826 | |
| GPTrans-T#Param=6.6M2023.05 | 0.0833 | |
| GPS-Deep#Param=138.1M2023.05 | 0.0852 | |
| CSA-deepModel Class=Transformers, # Param.=8.3M2023.04 | 0.0853 | |
| GPS-medium# Param.=19.4M2022.05 | 0.0858 | |
| GPS-mediumModel Class=Transformers, # Param.=19.4M2023.04 | 0.0858 | |
| GPS-mediumMethod Family=Graph Transformers, # Param=19.4M2023.05 | 0.0858 | |
| GPS-Medium#Param=19.4M2023.05 | 0.0858 | |
| GPS-medium# Param=19.4M2024.02 | 0.0858 | |
| GRITMethod Family=Graph Transformers, # Param=16.6M2023.05 | 0.0859 | |
| EGT-Larger#Param=110.8M2023.05 | 0.0859 | |
| GRIT# Param=16.6M2024.02 | 0.0859 | |
| Graphormer + GFSA#Params=48.3M2023.12 | 0.086 | |
| Graphormer#Params=48.3M2023.12 | 0.0862 | |
| Graphormer# Param.=48.3M2022.05 | 0.0864 | |
| GraphormerModel Class=Transformers, # Param.=48.3M2023.04 | 0.0864 | |
| GraphormerMethod Family=Graph Transformers, # Param=48.3M2023.05 | 0.0864 | |
| Graphormer# Param=48.3M2024.02 | 0.0864 | |
| GRPE-Large#Param=118.3M2023.05 | 0.0867 | |
| EGT-Large (24 layers)#Param=89.3M, Layers=242021.08 | 0.0869 | |
| EGT# Param.=89.3M2022.05 | 0.0869 | |
| EGTModel Class=Transformers, # Param.=89.3M2023.04 | 0.0869 | |
| EGT-Large#Param=89.3M2023.05 | 0.0869 | |
| EGT-Medium (18 layers)#Param=47.4M, Layers=182021.08 | 0.0881 | |
| EGT-Medium#Param=47.4M2023.05 | 0.0881 | |
| GraphormerV2-L#Param=159.3M2023.05 | 0.0883 | |
| GRPE# Param.=46.2M2022.05 | 0.089 | |
| GRPEModel Class=Transformers, # Param.=46.2M2023.04 | 0.089 | |
| GRPEMethod Family=Graph Transformers, # Param=46.2M2023.05 | 0.089 | |
| GRPE-Standard#Param=46.2M2023.05 | 0.089 | |
| GRPE# Param=46.2M2024.02 | 0.089 | |
| CSA-smallModel Class=Transformers, # Param.=2.8M2023.04 | 0.0898 | |
| EGT-Small (6 layers)#Param=11.5M, Layers=62021.08 | 0.0899 | |
| EGT-Small#Param=11.5M2023.05 | 0.0899 | |
| Graphormer#Param=47.1M2021.08 | 0.0906 | |
| Graphormer-B#Param=47.1M2023.05 | 0.0906 | |
| TokenGT (Lap)Method Family=Graph Transformers, # Param=48.5M2023.05 | 0.091 | |
| Graphormer-S#Param=12.5M2023.05 | 0.091 | |
| TokenGT#Param=48.5M2023.05 | 0.091 | |
| TokenGTencoding=Lap, # Param=48.5M2024.02 | 0.091 | |
| GPS-small# Param.=6.2M2022.05 | 0.0938 | |
| GPS-smallModel Class=Transformers, # Param.=6.2M2023.04 | 0.0938 | |
| GPS-smallMethod Family=Graph Transformers, # Param=6.2M2023.05 | 0.0938 | |
| GPS-Small#Param=6.2M2023.05 | 0.0938 | |
| Cy2C-GNNs# Param=4M2024.02 | 0.0956 | |
| TokenGT (ORF)Method Family=Graph Transformers, # Param=48.6M2023.05 | 0.0962 | |
| SEM-ILBackbone=GIN, Algorithm=SEM-IL2023.10 | 0.098 | |
| SEM-ILBackbone=GCN, Algorithm=SEM-IL2023.10 | 0.102 | |
| SEM-onlyBackbone=GCN, Algorithm=SEM-only2023.10 | 0.106 | |
| SEM-onlyBackbone=GIN, Algorithm=SEM-only2023.10 | 0.106 | |
| Baseline+Backbone=GIN, Algorithm=Baseline+2023.10 | 0.108 | |
| GIN-VN#Param=6.7M2021.08 | 0.1083 | |
| GIN-virtual# Param.=6.7M2022.05 | 0.1083 | |
| GIN-virtualModel Class=MPNN, # Param.=6.7M2023.04 | 0.1083 | |
| GIN-virtualMethod Family=MPNNs, # Param=6.7M2023.05 | 0.1083 | |
| GIN-VN#Param=6.7M2023.05 | 0.1083 | |
| GIN-virtual# Param=6.7M2024.02 | 0.1083 | |
| BaselineBackbone=GIN, Algorithm=Baseline2023.10 | 0.109 | |
| GCN-VN#Param=4.9M2021.08 | 0.1153 | |
| GCN-virtual# Param.=4.9M2022.05 | 0.1153 | |
| GCN-virtualModel Class=MPNN, # Param.=4.9M2023.04 | 0.1153 | |
| GCN-virtualMethod Family=MPNNs, # Param=4.9M2023.05 | 0.1153 | |
| GCN-VN#Param=4.9M2023.05 | 0.1153 | |
| Baseline+Backbone=GCN, Algorithm=Baseline+2023.10 | 0.118 | |
| GIN#Param=3.8M2021.08 | 0.1195 | |
| GIN# Param.=3.8M2022.05 | 0.1195 | |
| GINModel Class=MPNN, # Param.=3.8M2023.04 | 0.1195 | |
| GINMethod Family=MPNNs, # Param=3.8M2023.05 | 0.1195 | |
| GIN#Param=3.8M2023.05 | 0.1195 | |
| GIN# Param=3.8M2024.02 | 0.1195 | |
| GCN-virtual# Param=4.9M2024.02 | 0.1195 | |
| BaselineBackbone=GCN, Algorithm=Baseline2023.10 | 0.125 | |
| GCN#Param=2.0M2021.08 | 0.1379 | |
| GCN# Param.=2.0M2022.05 | 0.1379 | |
| GCNModel Class=MPNN, # Param.=2.0M2023.04 | 0.1379 | |
| GCNMethod Family=MPNNs, # Param=2.0M2023.05 | 0.1379 | |
| GCN#Param=2.0M2023.05 | 0.1379 | |
| GCN# Param=2.0M2024.02 | 0.1379 |