Social Evo
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| transductive dynamic link prediction | Social Evo. | AUC ROC99.6 | 105 | |
| dynamic link prediction | Social Evo. (transductive) | AP98.88 | 57 | |
| Dynamic new link prediction | Social Evo. | AP0.9768 | 37 | |
| Inductive dynamic link prediction | Social Evo. | AUC-ROC98.6 | 34 | |
| Inductive Dynamic Link Prediction | Social Evo. | AP98.15 | 26 | |
| future edge prediction | Social Evo DyGLib (transductive) | AP93.97 | 25 | |
| Future edge prediction | SOCIAL EVO DyGLib (inductive) | ROC-AUC94.36 | 25 | |
| Dynamic Link Prediction | Social Evo. | AUC-ROC98.47 | 22 | |
| Dynamic Link Prediction | Social Evo. Continuous-time (Inductive) | AUC-ROC98.9 | 20 | |
| Temporal Link Prediction | Social Evo. DGB | AP96.16 | 13 | |
| Dynamic Link Prediction | Social Evo. transductive (ind) | AP97.68 | 11 | |
| Dynamic Link Prediction | Social Evo. random negative sampling (inductive) | AP93.21 | 9 | |
| Dynamic Link Detection | Social Evo. (10 runs on random splits) | AUC83.36 | 7 |
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