Time Series Classification Faithfulness Evaluation on UEA SpokenArabicDigits
0.9618I(20)AnchorMoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AnchorMoEExplanation Method=AnchorMoE2026.06 | 0.9618 | 0.4755 | |
| FITExplanation Method=FIT2026.06 | 0.961 | 0.3736 | |
| TimeXExplanation Method=TimeX2026.06 | 0.933 | 0.2931 | |
| IGExplanation Method=IG2026.06 | 0.926 | 0.2515 | |
| DeepSHAPExplanation Method=DeepSHAP2026.06 | 0.9197 | 0.2794 | |
| Input×GradExplanation Method=Input×Grad2026.06 | 0.9086 | 0.1789 | |
| DeepLIFTExplanation Method=DeepLIFT2026.06 | 0.9086 | 0.1787 | |
| DynaMaskExplanation Method=DynaMask2026.06 | 0.8883 | 0.2173 | |
| VanillaExplanation Method=Vanilla2026.06 | 0.8865 | 0.1152 | |
| RandomExplanation Method=Random2026.06 | 0.7484 | 0.0579 |