Texas
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | Texas | Accuracy89.73 | 616 | |
| Node classification | Texas (test) | Mean Accuracy93.12 | 269 | |
| Node Classification | Texas (48/32/20) | Mean Accuracy92.43 | 78 | |
| Node Classification | Texas (60% 20% 20% random splits) | Accuracy96.72 | 62 | |
| Node Classification Robustness Certification | Texas | Solved Instances Count (All)732 | 45 | |
| Node Classification | Texas H=0.09 | Accuracy79.73 | 39 | |
| Node Classification | Texas (10 different splits) | Accuracy93.77 | 27 | |
| Node Classification | Texas Hnode = 0.11 | Accuracy94.86 | 24 | |
| Node Classification | Texas heterophilic (test) | Accuracy81.4 | 23 | |
| Node Classification | Texas standard (test) | Accuracy85.95 | 23 | |
| Node Classification | Texas (full-supervised) | Accuracy94.03 | 22 | |
| Node Classification | Texas (fixed splits) | Accuracy87.84 | 21 | |
| Link Prediction | Texas Attributed | AUC78.44 | 18 | |
| Visual Place Recognition | Texas (val) | R@154.6 | 16 | |
| Node clustering | Texas (test) | Conductance (C)0.46 | 15 | |
| Node Classification | Texas homophily: 0.11 (test) | Accuracy85.84 | 15 | |
| Node Classification | Texas original (test) | Accuracy85.68 | 14 | |
| Link Prediction | Texas (test) | Accuracy73.15 | 11 | |
| Node Classification | Texas semi-supervised (test) | Accuracy50.37 | 11 | |
| Node Classification | Texas (dense) | Mean Accuracy92.92 | 10 | |
| Node Classification Robustness Verification | Texas Robust instances Delta=10 | Solved Count133 | 9 | |
| Node Classification Robustness Verification | Texas Delta=10 | Solved Count183 | 9 | |
| Membership Inference Attack | Texas-100 | Attack Accuracy83.3 | 9 | |
| Node Classification | Texas Heterophilic (10 train val test splits) | Accuracy84.86 | 8 | |
| link prediction | Texas | AUC0.7926 | 8 |
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