Time Series Classification Faithfulness Evaluation on UEA DuckDuckGeese
0.44I(20)DynaMask
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynaMaskExplanation Method=DynaMask2026.06 | 0.44 | 0.0796 | |
| FITExplanation Method=FIT2026.06 | 0.44 | 0.1591 | |
| AnchorMoEExplanation Method=AnchorMoE2026.06 | 0.44 | 0.1921 | |
| TimeXExplanation Method=TimeX2026.06 | 0.4133 | 0.0522 | |
| RandomExplanation Method=Random2026.06 | 0.3533 | -0.0036 | |
| Input×GradExplanation Method=Input×Grad2026.06 | 0.3267 | -0.0355 | |
| DeepLIFTExplanation Method=DeepLIFT2026.06 | 0.3267 | -0.0355 | |
| VanillaExplanation Method=Vanilla2026.06 | 0.32 | -0.0334 | |
| IGExplanation Method=IG2026.06 | 0.32 | -0.033 | |
| DeepSHAPExplanation Method=DeepSHAP2026.06 | 0.3067 | -0.034 |