Temporal Graph Explanation on Reddit
-0.0574FidelityTGNNSHAP (Feature)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TGNNSHAP (Feature)Event Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.0574 | -0.8629 | -0.168 | 95.84 | — | |
| TGNNSHAP (Event)Event Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.0592 | -0.8638 | -0.1683 | 95.59 | — | |
| TempMEEvent Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.0616 | -0.7353 | -0.161 | 95.28 | — | |
| TGNNSHAP (Feature)Event Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.0815 | -0.6599 | -0.2131 | 91.4 | — | |
| TempMEEvent Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.0823 | -0.7485 | -0.2123 | 90.63 | — | |
| TGNNSHAP (Event)Event Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.0836 | -0.7114 | -0.214 | 90.95 | — | |
| TGNN ExplainerEvent Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.1709 | -1.702 | -0.1602 | 89.22 | — | |
| TGNN ExplainerEvent Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.227 | -2.1331 | -0.2508 | 86.83 | — | |
| GNNExplainer2026.05 | — | — | — | — | 95.1 | |
| Grad-CAM2026.05 | — | — | — | — | 84.44 | |
| PGExplainer2026.05 | — | — | — | — | 92.46 | |
| Random2026.05 | — | — | — | — | 85.08 | |
| ST-TGEXPLAINER2026.05 | — | — | — | — | 95.39 | |
| T-GNNExplainer2026.05 | — | — | — | — | 95.82 | |
| TempME2026.05 | — | — | — | — | 95.05 |