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Time Series Classification Faithfulness Evaluation on UEA Heartbeat
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0.7772
I(20) Score
FIT
0.643664
0.678332
0.713
0.747668
Jun 2, 2026
I(20) Score
Gap
Updated 1mo ago
Evaluation Results
Method
Method
Links
I(20) Score
Gap
FIT
Explanation Method=FIT
2026.06
0.7772
0.3471
AnchorMoE
Explanation Method=Anc...
2026.06
0.7285
0.431
DynaMask
Explanation Method=Dyn...
2026.06
0.7236
0.1288
TimeX
Explanation Method=TimeX
2026.06
0.7122
0.0432
DeepSHAP
Explanation Method=Dee...
2026.06
0.6992
0.1278
Input×Grad
Explanation Method=Inp...
2026.06
0.6959
0.1089
DeepLIFT
Explanation Method=Dee...
2026.06
0.6959
0.1089
Random
Explanation Method=Random
2026.06
0.6927
-0.0084
IG
Explanation Method=IG
2026.06
0.6748
0.1097
Vanilla
Explanation Method=Van...
2026.06
0.6488
0.0702
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