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Time Series Classification Faithfulness Evaluation on UEA PEMS-SF
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0.8362
I(20)
AnchorMoE
0.421448
0.529124
0.6368
0.744476
Jun 2, 2026
I(20)
Gap
Updated 1mo ago
Evaluation Results
Method
Method
Links
I(20)
Gap
AnchorMoE
Explanation Method=Anc...
2026.06
0.8362
0.2065
FIT
Explanation Method=FIT
2026.06
0.79
0.148
Vanilla
Explanation Method=Van...
2026.06
0.7784
0.1002
Input×Grad
Explanation Method=Inp...
2026.06
0.7572
0.1165
DeepLIFT
Explanation Method=Dee...
2026.06
0.7572
0.1165
IG
Explanation Method=IG
2026.06
0.7341
0.1164
DeepSHAP
Explanation Method=Dee...
2026.06
0.7303
0.114
DynaMask
Explanation Method=Dyn...
2026.06
0.6686
0.1053
TimeX
Explanation Method=TimeX
2026.06
0.5857
0.0821
Random
Explanation Method=Random
2026.06
0.4374
0.0072
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