Time Series Classification Faithfulness Evaluation on UEA Cricket
93.98I(20) ScoreAnchorMoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AnchorMoEExplanation Method=AnchorMoE2026.06 | 93.98 | 0.1861 | |
| FITExplanation Method=FIT2026.06 | 87.96 | 0.1306 | |
| TimeXExplanation Method=TimeX2026.06 | 87.96 | 0.0493 | |
| DynaMaskExplanation Method=DynaMask2026.06 | 86.57 | -0.0033 | |
| RandomExplanation Method=Random2026.06 | 71.3 | -0.0077 | |
| DeepSHAPExplanation Method=DeepSHAP2026.06 | 70.37 | -0.0035 | |
| Input×GradExplanation Method=Input×Grad2026.06 | 68.52 | -0.0063 | |
| DeepLIFTExplanation Method=DeepLIFT2026.06 | 68.52 | -0.0063 | |
| VanillaExplanation Method=Vanilla2026.06 | 68.06 | 0.0611 | |
| IGExplanation Method=IG2026.06 | 68.06 | -0.0073 |