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Time Series Classification Faithfulness Evaluation on UEA CharacterTrajectories
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0.9387
I(20)
FIT
0.764396
0.809648
0.8549
0.900152
Jun 2, 2026
I(20)
Gap
Updated 1mo ago
Evaluation Results
Method
Method
Links
I(20)
Gap
FIT
Explanation Method=FIT
2026.06
0.9387
0.4991
AnchorMoE
Explanation Method=Anc...
2026.06
0.9376
0.6203
IG
Explanation Method=IG
2026.06
0.9197
0.3334
TimeX
Explanation Method=TimeX
2026.06
0.9055
0.204
DeepSHAP
Explanation Method=Dee...
2026.06
0.8911
0.3328
DynaMask
Explanation Method=Dyn...
2026.06
0.8714
0.2163
Input×Grad
Explanation Method=Inp...
2026.06
0.851
0.2774
DeepLIFT
Explanation Method=Dee...
2026.06
0.851
0.2774
Vanilla
Explanation Method=Van...
2026.06
0.8194
0.2278
Random
Explanation Method=Random
2026.06
0.7711
0.0073
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