Temporal Graph Explanation on MOOC
-0.049FidelityTGNNSHAP (Feature)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TGNNSHAP (Feature)Event Handling Protocol=Removed, Backbone=TGN2026.04 | -0.049 | -0.0255 | -0.2863 | 0.9514 | |
| TGNNSHAP (Event)Event Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.0671 | -0.1431 | -0.3682 | 0.9057 | |
| TGNNSHAP (Feature)Event Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.0672 | -0.2019 | -0.3376 | 0.8864 | |
| TGNNSHAP (Event)Event Handling Protocol=Removed, Backbone=TGN2026.04 | -0.0742 | -0.1879 | -0.3102 | 0.9208 | |
| TGNNSHAP (Feature)Event Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.0767 | -0.2883 | -0.3519 | 0.9063 | |
| TempMEEvent Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.0791 | -0.1604 | -0.3708 | 0.8704 | |
| TGNNSHAP (Feature)Event Handling Protocol=Replaced by mean, Backbone=TGN2026.04 | -0.0853 | -0.0853 | -0.301 | 0.8981 | |
| TGNNSHAP (Event)Event Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.0969 | -0.2321 | -0.3884 | 0.8335 | |
| TGNNSHAP (Event)Event Handling Protocol=Replaced by mean, Backbone=TGN2026.04 | -0.1148 | -0.2496 | -0.3256 | 0.8565 | |
| TempMEEvent Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.1193 | -0.3701 | -0.4114 | 0.7949 | |
| TempMEEvent Handling Protocol=Removed, Backbone=TGN2026.04 | -0.1395 | -0.6019 | -0.3659 | 0.8208 | |
| TGNN ExplainerEvent Handling Protocol=Removed, Backbone=TGN2026.04 | -0.21 | -1.0066 | -0.4278 | 0.7302 | |
| TGNN ExplainerEvent Handling Protocol=Replaced by mean, Backbone=TGAT2026.04 | -0.238 | 0.768 | -0.1713 | 0.7431 | |
| TempMEEvent Handling Protocol=Replaced by mean, Backbone=TGN2026.04 | -0.2507 | -1.1832 | -0.4657 | 0.6648 | |
| TGNN ExplainerEvent Handling Protocol=Replaced by mean, Backbone=TGN2026.04 | -0.2829 | -1.4083 | -0.5026 | 0.6201 | |
| TGNN ExplainerEvent Handling Protocol=Removed, Backbone=TGAT2026.04 | -0.3169 | -1.2321 | -0.5581 | 0.4228 |