Node Classification on Physics (test) (Median test accuracy)
95.56Median Test AccuracyStandard
Evaluation Results
| Method | Links | |
|---|---|---|
| StandardLabel Rate=5%, Backbone=GraphSage2026.05 | 95.56 | |
| CMPlabel rate=5%, Backbone=GAT2026.05 | 95.14 | |
| CMPLabel Rate=5%, Backbone=GraphSage2026.05 | 95 | |
| StandardLabel Rate=2%, Backbone=GraphSage2026.05 | 94.97 | |
| UnconstrainedLabel Rate=5%, Backbone=GraphSage2026.05 | 94.79 | |
| Unconstrainedlabel rate=5%, Backbone=GAT2026.05 | 94.79 | |
| CMPlabel rate=2%, Backbone=GAT2026.05 | 94.68 | |
| CMPLabel Rate=2%, Backbone=GraphSage2026.05 | 94.48 | |
| UnconstrainedLabel Rate=2%, Backbone=GraphSage2026.05 | 94.27 | |
| CLLabel Rate=5%, Backbone=GraphSage2026.05 | 94.26 | |
| Unconstrainedlabel rate=2%, Backbone=GAT2026.05 | 94.19 | |
| CMPlabel rate=1%, Backbone=GAT2026.05 | 94.07 | |
| CMPLabel Rate=1%, Backbone=GraphSage2026.05 | 94.05 | |
| StandardLabel Rate=1%, Backbone=GraphSage2026.05 | 94.03 | |
| CLlabel rate=5%, Backbone=GAT2026.05 | 94.02 | |
| Standardlabel rate=5%, Backbone=GAT2026.05 | 93.83 | |
| UnconstrainedLabel Rate=1%, Backbone=GraphSage2026.05 | 93.75 | |
| CLLabel Rate=2%, Backbone=GraphSage2026.05 | 93.5 | |
| Unconstrainedlabel rate=1%, Backbone=GAT2026.05 | 93.46 | |
| UnconstrainedLabel Rate=0.5%, Backbone=GraphSage2026.05 | 93.27 | |
| CLlabel rate=2%, Backbone=GAT2026.05 | 93.24 | |
| CMPLabel Rate=0.5%, Backbone=GraphSage2026.05 | 93.04 | |
| CMPlabel rate=0.5%, Backbone=GAT2026.05 | 92.76 | |
| Standardlabel rate=2%, Backbone=GAT2026.05 | 92.5 | |
| CLLabel Rate=1%, Backbone=GraphSage2026.05 | 92.32 | |
| Unconstrainedlabel rate=0.5%, Backbone=GAT2026.05 | 92.07 | |
| CLlabel rate=1%, Backbone=GAT2026.05 | 92.07 | |
| Standardlabel rate=1%, Backbone=GAT2026.05 | 91.26 | |
| StandardLabel Rate=0.5%, Backbone=GraphSage2026.05 | 91.13 | |
| CMPLabel Rate=0.2%, Backbone=GraphSage2026.05 | 90.92 | |
| CMPlabel rate=0.2%, Backbone=GAT2026.05 | 90.83 | |
| CLLabel Rate=0.5%, Backbone=GraphSage2026.05 | 90.82 | |
| UnconstrainedLabel Rate=0.2%, Backbone=GraphSage2026.05 | 89.78 | |
| CMPLabel Rate=0.1%, Backbone=GraphSage2026.05 | 88.51 | |
| Unconstrainedlabel rate=0.2%, Backbone=GAT2026.05 | 87.79 | |
| Standardlabel rate=0.5%, Backbone=GAT2026.05 | 87.71 | |
| CMPlabel rate=0.1%, Backbone=GAT2026.05 | 87.4 | |
| CLLabel Rate=0.2%, Backbone=GraphSage2026.05 | 86.89 | |
| StandardLabel Rate=0.2%, Backbone=GraphSage2026.05 | 86.53 | |
| CLlabel rate=0.5%, Backbone=GAT2026.05 | 86.32 | |
| Unconstrainedlabel rate=0.1%, Backbone=GAT2026.05 | 85.2 | |
| StandardLabel Rate=0.1%, Backbone=GraphSage2026.05 | 84.07 | |
| CLLabel Rate=0.1%, Backbone=GraphSage2026.05 | 83.95 | |
| CLlabel rate=0.1%, Backbone=GAT2026.05 | 83.61 | |
| UnconstrainedLabel Rate=0.1%, Backbone=GraphSage2026.05 | 83.46 | |
| CLlabel rate=0.2%, Backbone=GAT2026.05 | 83.24 | |
| Standardlabel rate=0.1%, Backbone=GAT2026.05 | 80.47 | |
| Standardlabel rate=0.2%, Backbone=GAT2026.05 | 80.26 |