| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Prediction | NS | AUC0.9989 | 30 | |
| Link Prediction | NS 50% observed links without node attributes | AP92.33 | 24 | |
| Link Prediction | NS (50% train links) | AUC93.38 | 19 | |
| Link Prediction | NS 50% links (train) | AP95.31 | 19 | |
| Link Prediction | NS 90/10 (train) | AP0.9906 | 19 | |
| Link Prediction | NS Non-attributed | AUC0.9892 | 18 | |
| Link Prediction | NS 50% observed links without node attributes | AUC0.9097 | 12 | |
| Link Prediction | NS (90% observed links) | AUC98.95 | 12 | |
| Link prediction | NS | Hits@5090.02 | 11 | |
| Link Prediction | NS (test and probe) | AUC93.8 | 11 | |
| Learning in novel environments | NS novel environments n=8K (test) | Test MSE0.0071 | 9 | |
| Link Prediction | NS (test) | AUC97.71 | 7 | |
| Audio Classification | NS source | Accuracy78.7 | 2 |