Time Series Classification Faithfulness Evaluation on UEA PEMS-SF
0.8362I(20)AnchorMoE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AnchorMoEExplanation Method=AnchorMoE2026.06 | 0.8362 | 0.2065 | |
| FITExplanation Method=FIT2026.06 | 0.79 | 0.148 | |
| VanillaExplanation Method=Vanilla2026.06 | 0.7784 | 0.1002 | |
| Input×GradExplanation Method=Input×Grad2026.06 | 0.7572 | 0.1165 | |
| DeepLIFTExplanation Method=DeepLIFT2026.06 | 0.7572 | 0.1165 | |
| IGExplanation Method=IG2026.06 | 0.7341 | 0.1164 | |
| DeepSHAPExplanation Method=DeepSHAP2026.06 | 0.7303 | 0.114 | |
| DynaMaskExplanation Method=DynaMask2026.06 | 0.6686 | 0.1053 | |
| TimeXExplanation Method=TimeX2026.06 | 0.5857 | 0.0821 | |
| RandomExplanation Method=Random2026.06 | 0.4374 | 0.0072 |