NS
Benchmarks
| 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 | |
| Clustering | NS | CA42.9 | 19 | |
| 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 | |
| Novel View Synthesis | NS dataset | SSIM28 | 15 | |
| 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 | |
| Clustering | NS | ARI13.52 | 10 | |
| Learning in novel environments | NS novel environments n=8K (test) | Test MSE0.0071 | 9 | |
| Point Cloud Compression | NS (test) | Bitrate (bpp)4.67 | 7 | |
| Link Prediction | NS (test) | AUC97.71 | 7 | |
| PDE dynamics forecasting | NS (Out-time) | nMSE0.457 | 5 | |
| PDE dynamics forecasting | NS (In-time) | nMSE0.165 | 5 | |
| Audio Classification | NS source | Accuracy78.7 | 2 |
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