Link Prediction on ogbl-citation2 (test)
0.9305MRRGraphGPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphGPTModel Scale=B2023.12 | 0.9305 | — | |
| GraphGPTModel Scale=M2023.12 | 0.9282 | — | |
| MPLP2023.12 | 0.9072 | — | |
| SIEG2023.12 | 0.9018 | — | |
| CFG2023.09 | 0.8997 | — | |
| SIEG2023.09 | 0.8987 | — | |
| NGNN + SEAL2023.09 | 0.8891 | — | |
| SUREL2023.09 | 0.8883 | — | |
| S3GRLfeature=PoS Plus2023.09 | 0.8814 | — | |
| SEALParams=0.26M2020.12 | 0.8767 | — | |
| SEAL2023.09 | 0.8767 | — | |
| SEAL2023.12 | 0.8767 | — | |
| Neo-GNNinitializations=10 random, GCN adaptive combination=false2022.06 | 0.8726 | — | |
| SEALinitializations=10 random2022.06 | 0.8632 | — | |
| AGDNParams=0.31M2020.12 | 0.8549 | — | |
| AGDNsampling=GraphSAINT2023.09 | 0.8549 | — | |
| AGDN2023.12 | 0.8549 | — | |
| PLNLPParams=146.51M2020.12 | 0.8492 | — | |
| PLNLP2023.09 | 0.8492 | — | |
| GCNinitializations=10 random2022.06 | 0.8479 | — | |
| GCNParams=0.30M2020.12 | 0.8474 | — | |
| GCN2023.12 | 0.8474 | — | |
| RefinedGAE2023.12 | 0.8455 | — | |
| GraphSAGEinitializations=10 random2022.06 | 0.8264 | — | |
| GraphSAGEParams=0.46M2020.12 | 0.826 | — | |
| GraphSAGE2023.12 | 0.826 | — | |
| GraphSAGEAttention Type=No-Attention2021.05 | 0.8044 | — | |
| GATv2Attn. Heads=12021.05 | 0.8033 | — | |
| GATv2Attn. Heads=82021.05 | 0.8014 | — | |
| GCNAttention Type=No-Attention2021.05 | 0.8004 | — | |
| GATAttn. Heads=12021.05 | 0.7984 | — | |
| Common Neighborsinitializations=10 random2022.06 | 0.762 | — | |
| Resource Allocationinitializations=10 random2022.06 | 0.762 | — | |
| Adamic Adarinitializations=10 random2022.06 | 0.7612 | — | |
| GATAttn. Heads=82021.05 | 0.7595 | — | |
| Node2Vec2023.12 | 0.6141 | — | |
| Node2Vecinitializations=10 random2022.06 | 0.5347 | — | |
| Matrix Factorizationinitializations=10 random2022.06 | 0.5308 | — | |
| Resource AllocationParams=02020.12 | 0.5198 | — | |
| Resource Allocation2023.12 | 0.5198 | — | |
| Adamic AdarParams=02020.12 | 0.5189 | — | |
| Adamic Adar2023.12 | 0.5189 | — | |
| Matrix FactorizationParams=281.11M2020.12 | 0.5186 | — | |
| Matrix Factorization2023.12 | 0.5186 | — | |
| Common NeighborParams=02020.12 | 0.5147 | — | |
| Common Neighbor2023.12 | 0.5147 | — | |
| MLPinitializations=10 random2022.06 | 0.2899 | — | |
| MPLP+evaluation_protocol=HeaRT, number_of_hops=22023.09 | 0.2311 | 55.51 | |
| SAGEevaluation_protocol=HeaRT, number_of_hops=22023.09 | 0.2205 | 53.13 | |
| SEALevaluation_protocol=HeaRT, number_of_hops=22023.09 | 0.206 | 48.62 | |
| GCNevaluation_protocol=HeaRT, number_of_hops=22023.09 | 0.1998 | 51.72 | |
| NCNCevaluation_protocol=HeaRT, number_of_hops=22023.09 | 0.1961 | 51.69 | |
| BUDDYevaluation_protocol=HeaRT, number_of_hops=22023.09 | 0.1917 | 47.81 | |
| AAevaluation_protocol=HeaRT, number_of_hops=22023.09 | 0.1783 | 43.12 | |
| RAevaluation_protocol=HeaRT, number_of_hops=22023.09 | 0.1779 | 43.34 | |
| CNevaluation_protocol=HeaRT, number_of_hops=22023.09 | 0.1711 | 41.73 | |
| Neo-GNNevaluation_protocol=HeaRT, number_of_hops=22023.09 | 0.1612 | 43.17 |