Temporal Link Prediction on Dataset A WSDM Challenge 2022
0.6657Initial AUCAntGraph
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AntGraphFeatures=All features (submitted version)2022.03 | 0.6657 | 0.6671 | |
| AntGraph (Ablation)Features=raw input data + LINE embedding + Subgraph features2022.03 | 0.6619 | 0.6659 | |
| AntGraph (Ablation)Features=raw input data + Subgraph features2022.03 | 0.6611 | 0.6673 | |
| AntGraph (Ablation)Features=raw input data + LINE embedding + Node crossing features2022.03 | 0.6573 | 0.6673 | |
| AntGraph (Ablation)Features=raw input data + LINE embedding2022.03 | 0.6377 | 0.654 | |
| LINE2022.03 | 0.6072 | 0.632 | |
| catboostFeatures=raw input data2022.03 | 0.6045 | 0.6222 | |
| Complex2022.03 | 0.5514 | 0.5821 | |
| DeepWalk2022.03 | 0.5352 | 0.5707 | |
| RotatE2022.03 | 0.5315 | 0.5736 | |
| TransE2022.03 | 0.5182 | 0.5614 | |
| baseline2022.03 | 0.511 | 0.5026 |