Link Property Prediction on ogbl-ddi
| Rank | Model | Ext. data | Test Hits@20 | Validation Hits@20 | Number of params | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|
| 1 | HyperFusion | No | 0.9972 ± 0.0004 | 0.9956 ± 0.0001 | 976022023 | |||
| 2 | ELGNN | No | 0.9777 ± 0.0037 | 0.8965 ± 0.0021 | 10512391 | Ensemble Learning for Graph Neural Networks | wongzhenhao/ELGNN · wongzhenhao/elgnn | 2023 |
| 3 | GCN (node embedding) | No | 0.9549 ± 0.0073 | 0.9098 ± 0.0294 | 5125250 | Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods | astroming/GNNHE | 2024 |
| 4 | GIDN@YITU | No | 0.9542 ± 0.0000 | 0.8258 ± 0.0000 | 3506691 | GIDN: A Lightweight Graph Inception Diffusion Network for High-efficient Link Prediction | 2022 | |
| 5 | AGDN (AUC loss) | No | 0.9538 ± 0.0094 | 0.8943 ± 0.0281 | 3506691 | Adaptive Graph Diffusion Networks | skepsun/SAGN_with_SLE | 2020 |
| 6 | Refined-GAE | No | 0.9443 ± 0.0057 | 0.7979 ± 0.0159 | 13816833 | Reconsidering the Performance of GAE in Link Prediction | GraphPKU/Refined-GAE · graphpku/refined-gae | 2024 |
| 7 | PSG | No | 0.9284 ± 0.0047 | 0.8306 ± 0.0134 | 3499009 | Path-aware Siamese Graph Neural Network for Link Prediction | jingsonglv/PSG | 2022 |
| 8 | PLNLP | No | 0.9088 ± 0.0313 | 0.8242 ± 0.0253 | 3497473 | Pairwise Learning for Neural Link Prediction | zhitao-wang/PLNLP · zhitao-wang/plnlp | 2021 |
| 9 | GDNN | No | 0.9037 ± 0.0193 | 0.8599 ± 0.0286 | 3761665 | |||
| 10 | GraphSAGE + Edge Attr | No | 0.8781 ± 0.0474 | 0.8044 ± 0.0404 | 3761665 | |||
| 11 | CFLP (w/ JKNet) | No | 0.8608 ± 0.0198 | 0.8405 ± 0.0284 | 837635 | Learning from Counterfactual Links for Link Prediction | DM2-ND/CFLP | 2021 |
| 12 | GraphSAGE+anchor distance | No | 0.8239 ± 0.0437 | 0.8206 ± 0.0298 | 3760134 | Distance-Enhanced Graph Neural Network for Link Prediction | lbn187/DLGNN | 2021 |
| 13 | NeuralCommonNeighbor | No | 0.8232 ± 0.0610 | 0.7172 ± 0.0025 | 1412098 | Neural Common Neighbor with Completion for Link Prediction | GraphPKU/NeuralCommonNeighbor | 2023 |
| 14 | ELPH | No | 0.7704 ± 0.0582 | 0.6928 ± 0.0096 | 2910817 | |||
| 15 | DEA + JKNet | No | 0.7672 ± 0.0265 | 0.6713 ± 0.0071 | 1763329 | |||
| 16 | BUDDY | No | 0.7654 ± 0.0459 | 0.6927 ± 0.0054 | 2712931 | |||
| 17 | GraphSAGE+Edge Proposal Set | No | 0.7495 ± 0.0317 | 0.6696 ± 0.0198 | 1421057 | Edge Proposal Sets for Link Prediction | sangyx/gtrick · CUAI/Edge-Proposal-Sets | 2021 |
| 18 | LRGA+GCN(Node2Vec+Augment) | No | 0.7385 ± 0.0871 | 0.7225 ± 0.0047 | 10235281 | |||
| 19 | MAD Learning | No | 0.6781 ± 0.0294 | 0.7010 ± 0.0082 | 1228897 | Memory-Associated Differential Learning | cf020031308/mad-learning · cf020031308/mad-learning | 2021 |
| 20 | LRGA + GCN | No | 0.6230 ± 0.0912 | 0.6675 ± 0.0058 | 1576081 | Global Attention Improves Graph Networks Generalization | omri1348/LRGA · omri1348/LRGA · chuanqichen/cs224w | 2020 |