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Counterfactual Explanation research benchmarks · SOTA2 Research

Counterfactual Explanation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

100Validity

28

May 29, 2026

chscase census2

1Validity

24

May 29, 2026

100Validity

24

May 29, 2026

1Validity

24

May 29, 2026

liver-disorders

100Validity

20

May 29, 2026

disclosure x noise

1Validity

16

May 29, 2026

Moons 5-fold synthetic (test)

100Validity

14

Apr 21, 2026

100Validity

14

Mar 5, 2026

Bank Protocol B, B=64

1Validity

12

Feb 26, 2026

ImageNet Egyptian Cat - Persian Cat

23FID

11

Feb 26, 2026

ImageNet (Cheetah - Cougar)

17.2FID

11

Feb 26, 2026

ImageNet Zebra - Sorrel

8FID

11

Feb 26, 2026

Aggregate of six datasets (including Cora)

1.2Misclassification Rank (Avg)

10

Feb 26, 2026

26Misclassification Rate

10

Feb 26, 2026

99.9Validity Score

10

Feb 26, 2026

Google Trends (test)

74.054Validity Score

8

Jul 7, 2026

100Validity

8

May 29, 2026

100Validity

8

May 29, 2026

100Validity

8

May 29, 2026

100Validity

8

May 29, 2026

diabetes numeric

100Validity

8

May 29, 2026

100Validity

8

May 29, 2026

1Validity

8

May 29, 2026

5.98Fidelity

8

May 26, 2026

0.965Precision

8

May 19, 2026

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