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Benchmarks
Time Series Classification Faithfulness Evaluation on UEA DuckDuckGeese
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0.44
I(20)
DynaMask
0.301368
0.337359
0.37335
0.409341
Jun 2, 2026
I(20)
Gap
Updated 1mo ago
Evaluation Results
Method
Method
Links
I(20)
Gap
DynaMask
Explanation Method=Dyn...
2026.06
0.44
0.0796
FIT
Explanation Method=FIT
2026.06
0.44
0.1591
AnchorMoE
Explanation Method=Anc...
2026.06
0.44
0.1921
TimeX
Explanation Method=TimeX
2026.06
0.4133
0.0522
Random
Explanation Method=Random
2026.06
0.3533
-0.0036
Input×Grad
Explanation Method=Inp...
2026.06
0.3267
-0.0355
DeepLIFT
Explanation Method=Dee...
2026.06
0.3267
-0.0355
Vanilla
Explanation Method=Van...
2026.06
0.32
-0.0334
IG
Explanation Method=IG
2026.06
0.32
-0.033
DeepSHAP
Explanation Method=Dee...
2026.06
0.3067
-0.034
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