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Time Series Classification Faithfulness Evaluation on UEA Cricket
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93.98
I(20) Score
AnchorMoE
67.0232
74.0216
81.02
88.0184
Jun 2, 2026
I(20) Score
Gap
Updated 1mo ago
Evaluation Results
Method
Method
Links
I(20) Score
Gap
AnchorMoE
Explanation Method=Anc...
2026.06
93.98
0.1861
FIT
Explanation Method=FIT
2026.06
87.96
0.1306
TimeX
Explanation Method=TimeX
2026.06
87.96
0.0493
DynaMask
Explanation Method=Dyn...
2026.06
86.57
-0.0033
Random
Explanation Method=Random
2026.06
71.3
-0.0077
DeepSHAP
Explanation Method=Dee...
2026.06
70.37
-0.0035
Input×Grad
Explanation Method=Inp...
2026.06
68.52
-0.0063
DeepLIFT
Explanation Method=Dee...
2026.06
68.52
-0.0063
Vanilla
Explanation Method=Van...
2026.06
68.06
0.0611
IG
Explanation Method=IG
2026.06
68.06
-0.0073
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