Graph Explanation Fidelity on MAG
97FidelityHGExplainer
Evaluation results
| Method | Links | |
|---|---|---|
| HGExplainerClassifier=HetSANN, K=202026.06 | 97 | |
| HiSEClassifier=HetSANN, K=202026.06 | 95 | |
| HiSEClassifier=HetSANN, K=102026.06 | 94 | |
| GNNExplainerClassifier=HetSANN, K=202026.06 | 92 | |
| HiSEClassifier=HAN, K=202026.06 | 91 | |
| GraphLIMEClassifier=HetSANN, K=202026.06 | 91 | |
| HGExplainerClassifier=HetSANN, K=102026.06 | 90 | |
| GNNExplainerClassifier=HAN, K=202026.06 | 89 | |
| RandomClassifier=HetSANN, K=202026.06 | 89 | |
| HGExplainerClassifier=HAN, K=202026.06 | 88 | |
| ZORROClassifier=HetSANN, K=202026.06 | 87 | |
| HENCE-XClassifier=HetSANN, K=202026.06 | 87 | |
| HiSEClassifier=HAN, K=102026.06 | 86 | |
| HGExplainerClassifier=HAN, K=102026.06 | 85 | |
| RandomClassifier=HAN, K=202026.06 | 85 | |
| ZORROClassifier=HAN, K=202026.06 | 84 | |
| ZORROClassifier=MAGNN, K=202026.06 | 84 | |
| GraphLIMEClassifier=HetSANN, K=102026.06 | 84 | |
| GraphLIMEClassifier=HAN, K=202026.06 | 83 | |
| GreedyClassifier=MAGNN, K=202026.06 | 83 | |
| GNNExplainerClassifier=HAN, K=102026.06 | 82 | |
| GraphLIMEClassifier=MAGNN, K=202026.06 | 82 | |
| HENCE-XClassifier=MAGNN, K=202026.06 | 82 | |
| HiSEClassifier=MAGNN, K=202026.06 | 82 | |
| GraphLIMEClassifier=HAN, K=102026.06 | 81 | |
| ZORROClassifier=HAN, K=102026.06 | 81 | |
| HiSEClassifier=MAGNN, K=102026.06 | 81 | |
| RandomClassifier=HetSANN, K=102026.06 | 80 | |
| GNNExplainerClassifier=HetSANN, K=102026.06 | 80 | |
| ZORROClassifier=HetSANN, K=102026.06 | 79 | |
| ZORROClassifier=MAGNN, K=102026.06 | 78 | |
| HGExplainerClassifier=MAGNN, K=202026.06 | 78 | |
| GreedyClassifier=MAGNN, K=102026.06 | 76 | |
| RandomClassifier=MAGNN, K=202026.06 | 76 | |
| HENCE-XClassifier=HetSANN, K=102026.06 | 76 | |
| GraphLIMEClassifier=MAGNN, K=102026.06 | 75 | |
| RandomClassifier=HAN, K=102026.06 | 74 | |
| HENCE-XClassifier=HAN, K=202026.06 | 74 | |
| HGExplainerClassifier=MAGNN, K=102026.06 | 74 | |
| HENCE-XClassifier=MAGNN, K=102026.06 | 74 | |
| GNNExplainerClassifier=MAGNN, K=202026.06 | 74 | |
| GNNExplainerClassifier=MAGNN, K=102026.06 | 73 | |
| RandomClassifier=MAGNN, K=102026.06 | 72 | |
| HiSEClassifier=HGT, K=202026.06 | 68 | |
| GraphLIMEClassifier=HGT, K=202026.06 | 66 | |
| HiSEClassifier=HGT, K=102026.06 | 64 | |
| GNNExplainerClassifier=HGT, K=202026.06 | 64 | |
| GraphLIMEClassifier=HGT, K=102026.06 | 62 | |
| ZORROClassifier=HGT, K=202026.06 | 61 | |
| ZORROClassifier=HGT, K=102026.06 | 59 | |
| HGExplainerClassifier=HGT, K=202026.06 | 59 | |
| RandomClassifier=HGT, K=202026.06 | 58 | |
| HENCE-XClassifier=HAN, K=102026.06 | 57 | |
| GreedyClassifier=HetSANN, K=102026.06 | 54 | |
| GreedyClassifier=HAN, K=102026.06 | 52 | |
| GreedyClassifier=HAN, K=202026.06 | 52 | |
| HGExplainerClassifier=HGT, K=102026.06 | 51 | |
| HENCE-XClassifier=HGT, K=202026.06 | 50 | |
| GNNExplainerClassifier=HGT, K=102026.06 | 49 | |
| RandomClassifier=HGT, K=102026.06 | 47 | |
| GreedyClassifier=HetSANN, K=202026.06 | 44 | |
| GreedyClassifier=HGT, K=202026.06 | 38 | |
| HENCE-XClassifier=HGT, K=102026.06 | 36 | |
| GreedyClassifier=HGT, K=102026.06 | 34 |