Temporal Graph Explanation on Wikipedia
-0.1299FidelityTGNN Explainer
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TGNN ExplainerEvent Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.1299 | 0.7639 | -0.0917 | 88.99 | — | |
| TGNN ExplainerEvent Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.0864 | 3.6979 | -0.0246 | 93.43 | — | |
| TempMEEvent Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.0563 | -0.4377 | -0.1214 | 94.74 | — | |
| TGNNSHAP (Event)Event Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.0484 | -0.4242 | -0.1235 | 95.1 | — | |
| TGNNSHAP (Feature)Event Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.0452 | -0.4086 | -0.1225 | 95.56 | — | |
| TempMEEvent Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.0409 | 0.3842 | -0.0901 | 96.12 | — | |
| TGNNSHAP (Feature)Event Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.0278 | 0.295 | -0.0923 | 97.54 | — | |
| TGNNSHAP (Event)Event Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.0274 | 0.339 | -0.0935 | 97.64 | — | |
| GNNExplainer2026.05 | — | — | — | — | 89.21 | |
| Grad-CAM2026.05 | — | — | — | — | 76.63 | |
| PGExplainer2026.05 | — | — | — | — | 85.19 | |
| Random2026.05 | — | — | — | — | 77.31 | |
| ST-TGEXPLAINER2026.05 | — | — | — | — | 92.47 | |
| T-GNNExplainer2026.05 | — | — | — | — | 87.69 | |
| TempME2026.05 | — | — | — | — | 90.15 | |
| TGIB2026.05 | — | — | — | — | 88.09 |