Time Series Classification Faithfulness Evaluation on UEA NATOPS
0.8519I(20)TimeX
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TimeXExplanation Method=TimeX2026.06 | 0.8519 | 0.0803 | |
| FITExplanation Method=FIT2026.06 | 0.8444 | 0.2378 | |
| AnchorMoEExplanation Method=AnchorMoE2026.06 | 0.837 | 0.3067 | |
| DynaMaskExplanation Method=DynaMask2026.06 | 0.8333 | 0.1112 | |
| IGExplanation Method=IG2026.06 | 0.6481 | -0.0097 | |
| DeepSHAPExplanation Method=DeepSHAP2026.06 | 0.6444 | 0.0301 | |
| RandomExplanation Method=Random2026.06 | 0.6241 | 0.0077 | |
| Input×GradExplanation Method=Input×Grad2026.06 | 0.5759 | -0.0507 | |
| DeepLIFTExplanation Method=DeepLIFT2026.06 | 0.5759 | -0.0507 | |
| VanillaExplanation Method=Vanilla2026.06 | 0.563 | -0.1619 |