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ResearchFormerly WizWand

XAI Faithfulness Evaluation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

MIMII ToyADMOS overall 1.0 (test)

0.884Spearman Correlation

4

Feb 26, 2026

MIMII valve 1.0 (test)

0.751Spearman Correlation

4

Feb 26, 2026

MIMII Vacuum 1.0 (test)

0.968Spearman Correlation

4

Feb 26, 2026

ToyADMOS ToyTrain 1.0 (test)

0.961Spearman Correlation

4

Feb 26, 2026

ToyADMOS ToyTank 1.0 (test)

0.921Spearman Correlation

4

Feb 26, 2026

ToyADMOS ToyNscale 1.0 (test)

0.68Spearman Correlation

4

Feb 26, 2026

ToyADMOS ToyDrone 1.0 (test)

0.788Spearman Correlation

4

Feb 26, 2026

ToyADMOS ToyCar 1.0 (test)

0.922Spearman Correlation

4

Feb 26, 2026

MIMII slider 1.0 (test)

0.943Spearman Correlation

4

Feb 26, 2026

MIMII shaker 1.0 (test)

0.974Spearman Correlation

4

Feb 26, 2026

MIMII grinder 1.0 (test)

Integrated Gradients

0.949Spearman Correlation

4

Feb 26, 2026

MIMII gearbox 1.0 (test)

0.595Spearman Correlation

4

Feb 26, 2026

MIMII fan 1.0 (test)

0.976Spearman Correlation

4

Feb 26, 2026

MIMII bearing 1.0 (test)

0.889Spearman Correlation

4

Feb 26, 2026

MIMII bandsaw 1.0 (test)

0.69Spearman Correlation

4

Feb 26, 2026