blog
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Individual Treatment Effect Estimation | Blog (test) | RMSE13.87 | 19 | |
| Node Embedding Learning | Blog | Runtime (s)1.6 | 14 | |
| Node Classification | Blog | Micro-F140.04 | 14 | |
| Conformal Prediction | blog (test) | Marginal Coverage0.91 | 14 | |
| Link Prediction | Blog | Precision@1009.58 | 12 | |
| Node Classification | Blog rich-text graph (test) | Accuracy95.3 | 10 | |
| Node Classification | Blog (test) | NMI0.872 | 10 | |
| Regression | blog | Coverage91.79 | 8 | |
| Graph Domain Adaptation | Blog B2→B1 | Accuracy46.19 | 6 | |
| Graph Domain Adaptation | Blog B1→B2 | Accuracy52.2 | 6 | |
| Regression | Blog UCI (test) | Avg Test Log-likelihood0.2919 | 5 | |
| Conformal Prediction | Blog | Empirical Coverage91 | 4 | |
| Regression | Blog (test) | MSE0.731 | 4 | |
| Multivariate Regression | Blog (real data) | Volume Ratio (1-alpha=0.90)59.225 | 3 | |
| Tabular Regression | Blog | Cmarg0.9 | 3 |
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