Link Prediction on ogbl-citation2
90.72MRRMPLP+
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MPLP+2023.09 | 90.72 | — | — | — | — | — | |
| NCNC2023.02 | 89.12 | — | — | — | — | — | |
| NCNC2023.09 | 89.12 | — | — | — | — | — | |
| NCNC2025.05 | 89.12 | — | — | — | — | — | |
| OCNPLNLP tricks=true2025.05 | 88.97 | — | — | — | — | — | |
| OCNPPLNLP tricks=true2025.05 | 88.79 | — | — | — | — | — | |
| NCN2023.02 | 88.64 | — | — | — | — | — | |
| OCNPLNLP tricks=false2025.05 | 88.57 | — | — | — | — | — | |
| OCN2025.05 | 88.57 | — | — | — | — | — | |
| PoS+2023.01 | 88.14 | — | — | — | — | — | |
| NCN2025.05 | 88.09 | — | — | — | — | — | |
| SEAL2023.09 | 87.67 | — | — | — | — | — | |
| SEAL2023.01 | 87.67 | — | — | — | — | — | |
| SEAL2025.05 | 87.67 | — | — | — | — | — | |
| ELPH2023.09 | 87.56 | — | — | — | — | — | |
| BUDDY2023.01 | 87.56 | — | — | — | — | — | |
| BUDDY2025.05 | 87.56 | — | — | — | — | — | |
| Neo-GNN2023.09 | 87.26 | — | — | — | — | — | |
| Neo-GNN2025.05 | 87.26 | — | — | — | — | — | |
| OCNPPLNLP tricks=false2025.05 | 87.06 | — | — | — | — | — | |
| OCNP2025.05 | 87.06 | — | — | — | — | — | |
| PLNLP2023.02 | 84.92 | — | — | — | — | — | |
| PLNLPPLNLP tricks=false2025.05 | 84.92 | — | — | — | — | — | |
| PLNLP2025.05 | 84.92 | — | — | — | — | — | |
| GCN2023.09 | 84.74 | — | — | — | — | — | |
| GCN2023.01 | 84.74 | — | — | — | — | — | |
| GCN2025.05 | 84.74 | — | — | — | — | — | |
| DeepWalk2023.02 | 84.48 | — | — | — | — | — | |
| DEEPWALKPLNLP tricks=false2025.05 | 84.48 | — | — | — | — | — | |
| SAGE2023.09 | 82.6 | — | — | — | — | — | |
| GraphSAGE2023.01 | 82.6 | — | — | — | — | — | |
| SAGE2025.05 | 82.6 | — | — | — | — | — | |
| LINE2023.02 | 82.33 | — | — | — | — | — | |
| LINEPLNLP tricks=false2025.05 | 82.33 | — | — | — | — | — | |
| Poincaretest_type=fixed-feature stress test, seeds=52026.07 | 62.99 | — | — | 93.41 | 50 | 0 | |
| Cosinetest_type=fixed-feature stress test, seeds=52026.07 | 62.53 | — | — | 92.52 | 50 | 0 | |
| MLPtest_type=fixed-feature stress test, seeds=52026.07 | 56.91 | — | — | 92.05 | 54.64 | 0 | |
| Node2Vec2023.02 | 53.47 | — | — | — | — | — | |
| NODE2VECPLNLP tricks=false2025.05 | 53.47 | — | — | — | — | — | |
| ICNN-Bregmantest_type=fixed-feature stress test, seeds=52026.07 | 52.75 | — | — | 86.71 | 57.34 | 0 | |
| Role-Aware Bregmantest_type=fixed-feature stress test, seeds=52026.07 | 52.33 | — | — | 87.3 | 55.32 | 0 | |
| RA2023.09 | 51.98 | — | — | — | — | — | |
| RA2025.05 | 51.98 | — | — | — | — | — | |
| AA2023.09 | 51.89 | — | — | — | — | — | |
| AA2023.01 | 51.89 | — | — | — | — | — | |
| AA2025.05 | 51.89 | — | — | — | — | — | |
| CN2023.09 | 51.47 | — | — | — | — | — | |
| CN2023.01 | 51.47 | — | — | — | — | — | |
| CN2025.05 | 51.47 | — | — | — | — | — | |
| Bilineartest_type=fixed-feature stress test, seeds=52026.07 | 43.84 | — | — | 88.5 | 52.06 | 71.44 | |
| EHDM2025.04 | — | -45.13 | 8.87 | — | — | — |