Actor
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| node classification | Actor | Accuracy77.83 | 556 | |
| Node classification | Actor (test) | Mean Accuracy0.4181 | 286 | |
| Node Classification | Actor L=2 (test) | Accuracy38.58 | 65 | |
| Node Classification | Actor (48/32/20) | Mean Accuracy37.99 | 50 | |
| Node Classification | Actor (60%/20%/20% random splits) | Accuracy42.08 | 34 | |
| Node Classification | ACTOR 1.0 (test) | Accuracy37.69 | 28 | |
| Node Classification | Actor L=L* (test) | Accuracy26.45 | 24 | |
| Node Classification | Actor (random splits) | Accuracy37.9 | 24 | |
| Node Classification | Actor heterophilic (test) | Accuracy38 | 22 | |
| Node classification | Actor Poisoned | Accuracy39.19 | 17 | |
| Node Classification | Actor (10 different splits) | Accuracy41.68 | 16 | |
| Node Classification | Actor homophily: 0.22 (test) | Accuracy44.48 | 14 | |
| Node Classification | Actor original (test) | Accuracy37.43 | 14 | |
| Link prediction | Actor | AUC86.81 | 13 | |
| Link Prediction | Actor (test) | Accuracy74.75 | 11 | |
| Node Classification | Actor full-supervised | Accuracy40.62 | 10 | |
| Node Classification | Actor semi-supervised (test) | Mean Accuracy30.33 | 10 | |
| Node Classification | Actor (dense) | Accuracy39.3 | 10 | |
| Node Classification | Actor (fixed) | Accuracy36.1 | 9 | |
| Node Classification | Actor Heterophilous nodes | Accuracy31.66 | 8 | |
| Node Classification | Actor Homophilous nodes | Accuracy39.47 | 8 | |
| Node Classification | Actor tail nodes | Accuracy34.47 | 8 | |
| Node Classification | Actor head nodes | Accuracy34.27 | 8 | |
| Hypergraph Modeling | Actor | Overlap Tail Gap0.992 | 8 | |
| Node Classification | Actor Heterophilic (10 train/val/test splits) | Accuracy38.01 | 8 |
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