Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Benchmarks
Time Series Classification Faithfulness Evaluation on UEA NATOPS
Loading...
0.8519
I(20)
TimeX
0.551444
0.629447
0.70745
0.785453
Jun 2, 2026
I(20)
Faithfulness Gap
Updated 1mo ago
Evaluation Results
Method
Method
Links
I(20)
Faithfulness Gap
TimeX
Explanation Method=TimeX
2026.06
0.8519
0.0803
FIT
Explanation Method=FIT
2026.06
0.8444
0.2378
AnchorMoE
Explanation Method=Anc...
2026.06
0.837
0.3067
DynaMask
Explanation Method=Dyn...
2026.06
0.8333
0.1112
IG
Explanation Method=IG
2026.06
0.6481
-0.0097
DeepSHAP
Explanation Method=Dee...
2026.06
0.6444
0.0301
Random
Explanation Method=Random
2026.06
0.6241
0.0077
Input×Grad
Explanation Method=Inp...
2026.06
0.5759
-0.0507
DeepLIFT
Explanation Method=Dee...
2026.06
0.5759
-0.0507
Vanilla
Explanation Method=Van...
2026.06
0.563
-0.1619
Feedback
Search any
task
Search any
task
