Link Prediction on ogbl-ppa (test)
0.7655Hits@100GraphGPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GraphGPTModel Scale=XXL2023.12 | 0.7655 | — | — | — | |
| RefinedGAE2023.12 | 0.7374 | — | — | — | |
| GraphGPTModel Scale=B2023.12 | 0.6876 | — | — | — | |
| GraphGPTModel Scale=M2023.12 | 0.6544 | — | — | — | |
| MPLP2023.12 | 0.6524 | — | — | — | |
| SIEG2023.12 | 0.6322 | — | — | — | |
| RAProposal Set=true2021.12 | 0.5324 | — | — | — | |
| RA2021.12 | 0.4933 | — | — | — | |
| Resource Allocationinitializations=10 random2022.06 | 0.4933 | — | — | — | |
| Resource AllocationParams=02020.12 | 0.4933 | — | — | — | |
| RA2022.10 | 0.4933 | — | — | — | |
| Resource Allocation2023.12 | 0.4933 | — | — | — | |
| Neo-GNNinitializations=10 random, GCN adaptive combination=true2022.06 | 0.4913 | — | — | — | |
| SEALCategory=Labeling Trick2020.10 | 0.488 | — | — | — | |
| SEAL2021.12 | 0.488 | — | — | — | |
| SEALParams=0.71M2020.12 | 0.488 | — | — | — | |
| SEAL2022.10 | 0.488 | — | — | — | |
| SEAL2023.12 | 0.488 | — | — | — | |
| SEALinitializations=10 random2022.06 | 0.4815 | — | — | — | |
| GDGNN-VertType=Vertical2022.10 | 0.4592 | — | — | — | |
| GCN+DRNLCategory=Labeling Trick2020.10 | 0.4524 | — | — | — | |
| AGDNParams=36.90M2020.12 | 0.4123 | — | — | — | |
| AGDN2023.12 | 0.4123 | — | — | — | |
| GCN+DECategory=Labeling Trick2020.10 | 0.3648 | — | — | — | |
| LRGA + GCN# Parameters=814K2020.06 | 0.342 | — | — | — | |
| AACategory=Non-GNN2020.10 | 0.3245 | — | — | — | |
| AA2021.12 | 0.3245 | — | — | — | |
| Adamic Adarinitializations=10 random2022.06 | 0.3245 | — | — | — | |
| Adamic AdarParams=02020.12 | 0.3245 | — | — | — | |
| Adamic Adar2023.12 | 0.3245 | — | — | — | |
| PLNLP2021.12 | 0.3238 | — | — | — | |
| PLNLPParams=N/A2020.12 | 0.3238 | — | — | — | |
| MF# Parameters=147M2020.06 | 0.323 | — | — | — | |
| MFCategory=Non-GNN2020.10 | 0.3229 | — | — | — | |
| MF2021.12 | 0.3229 | — | — | — | |
| Matrix FactorizationParams=147.66M2020.12 | 0.3229 | — | — | — | |
| Matrix Factorization2023.12 | 0.3229 | — | — | — | |
| DeepWalk# Parameters=150M2020.06 | 0.289 | — | — | — | |
| DeepWalkParams=150.14M2020.12 | 0.2888 | — | — | — | |
| DEEP WALK2022.10 | 0.2888 | — | — | — | |
| GDGNN-HorType=Horizontal2022.10 | 0.2879 | — | — | — | |
| Matrix Factorizationinitializations=10 random2022.06 | 0.2783 | — | — | — | |
| CN2021.12 | 0.2765 | — | — | — | |
| Common Neighborsinitializations=10 random2022.06 | 0.2765 | — | — | — | |
| Common NeighborParams=02020.12 | 0.2765 | — | — | — | |
| Common Neighbor2023.12 | 0.2765 | — | — | — | |
| CNCategory=Non-GNN2020.10 | 0.276 | — | — | — | |
| GCN+LRGACategory=Plain GAE2020.10 | 0.2612 | — | — | — | |
| SAGMM2025.11 | 0.2611 | — | — | — | |
| DeepWalk2021.12 | 0.2302 | — | — | — | |
| Node2vec# Parameters=7.3M2020.06 | 0.223 | — | — | — | |
| Node2vecCategory=Non-GNN2020.10 | 0.2226 | — | — | — | |
| Node2vec2021.12 | 0.2226 | — | — | — | |
| Node2Vec2023.12 | 0.2226 | — | — | — | |
| JKNet2025.11 | 0.2158 | — | — | — | |
| DA-MoE2025.11 | 0.2146 | — | — | — | |
| GMoE-GCN2025.11 | 0.1925 | — | — | — | |
| GCN# Parameters=278K2020.06 | 0.187 | — | — | — | |
| GCNCategory=Plain GAE2020.10 | 0.1867 | — | — | — | |
| GCN2021.12 | 0.1867 | — | — | — | |
| GCNParams=0.28M2020.12 | 0.1867 | — | — | — | |
| GCN2022.10 | 0.1867 | — | — | — | |
| GCN2023.12 | 0.1867 | — | — | — | |
| GCN2025.11 | 0.1867 | — | — | — | |
| Node2Vecinitializations=10 random2022.06 | 0.1724 | — | — | — | |
| GCNinitializations=10 random2022.06 | 0.1698 | — | — | — | |
| GraphSAGECategory=Plain GAE2020.10 | 0.1655 | — | — | — | |
| SAGE2021.12 | 0.1655 | — | — | — | |
| GraphSAGEParams=0.42M2020.12 | 0.1655 | — | — | — | |
| GraphSAGE2023.12 | 0.1655 | — | — | — | |
| GraphSAGE2025.11 | 0.1655 | — | — | — | |
| GraphSage# Parameters=424K2020.06 | 0.165 | — | — | — | |
| GraphSAGEinitializations=10 random2022.06 | 0.1393 | — | — | — | |
| JK-Netinitializations=10 random2022.06 | 0.114 | — | — | — | |
| SGC2025.11 | 0.0964 | — | — | — | |
| MLPinitializations=10 random2022.06 | 0.0047 | — | — | — | |
| MLPCategory=Non-GNN2020.10 | 0.0046 | — | — | — | |
| AAevaluation_protocol=HeaRT, number_of_hops=22023.09 | — | 0.2685 | 0.7022 | — | |
| BUDDYevaluation_protocol=HeaRT, number_of_hops=22023.09 | — | 0.277 | 0.715 | — | |
| CNevaluation_protocol=HeaRT, number_of_hops=22023.09 | — | 0.257 | 0.6825 | — | |
| GAEMethod Category=Structure-based2024.10 | — | — | — | 2.3 | |
| GCNevaluation_protocol=HeaRT, number_of_hops=22023.09 | — | 0.2694 | 0.6838 | — | |
| lrGAE 6Method Category=Structure-based2024.10 | — | — | — | 2.8 | |
| lrGAE 7Method Category=Structure-based2024.10 | — | — | — | 3.1 | |
| lrGAE 8Method Category=Structure-based2024.10 | — | — | — | 3.8 | |
| MaskGAEMethod Category=Structure-based2024.10 | — | — | — | 3 | |
| MPLP+evaluation_protocol=HeaRT, number_of_hops=22023.09 | — | 0.414 | 0.8488 | — | |
| NCNCevaluation_protocol=HeaRT, number_of_hops=22023.09 | — | 0.3352 | 0.8224 | — | |
| Neo-GNNevaluation_protocol=HeaRT, number_of_hops=22023.09 | — | 0.2168 | 0.6481 | — | |
| RAevaluation_protocol=HeaRT, number_of_hops=22023.09 | — | 0.2834 | 0.715 | — | |
| S2GAEMethod Category=Structure-based2024.10 | — | — | — | 3.4 | |
| SAGEevaluation_protocol=HeaRT, number_of_hops=22023.09 | — | 0.2727 | 0.6949 | — | |
| SEALevaluation_protocol=HeaRT, number_of_hops=22023.09 | — | 0.2971 | 0.7677 | — |