GNN Explanation on BA-shapes, Tree-Grid, and BA-2motifs Average (test)
0.0003Inference Time (s/node)Random Exp.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Random Exp.Hardware=NVIDIA A100 GPU, GPU Partition=10GB2026.06 | 0.0003 | — | |
| PGExplainerHardware=NVIDIA A100 GPU, GPU Partition=10GB2026.06 | 0.0025 | 88.2 | |
| InputXGradientHardware=NVIDIA A100 GPU, GPU Partition=10GB2026.06 | 0.214 | — | |
| IntegratedGradientHardware=NVIDIA A100 GPU, GPU Partition=10GB2026.06 | 0.258 | — | |
| CIExplainerHardware=NVIDIA A100 GPU, GPU Partition=10GB2026.06 | 0.553 | — | |
| GNNExplainerHardware=NVIDIA A100 GPU, GPU Partition=10GB2026.06 | 1.314 | — | |
| SubgraphXHardware=NVIDIA A100 GPU, GPU Partition=10GB2026.06 | 7.866 | — | |
| Shapley ValuesHardware=NVIDIA A100 GPU, GPU Partition=10GB2026.06 | 38.064 | — |