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Papers Benchmarks Datasets Tasks

Counterfactual Explanation Generation research benchmarks – Page 3 · SOTA2 Research

Counterfactual Explanation Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

German Credit Protocol A B=4

88.23Sparsity

6

Feb 26, 2026

Fashion-MNIST (test)

163Image Metric 1

6

Feb 26, 2026

MNIST (evaluation)

1.68IM1

6

Feb 26, 2026

1.84Average Euclidean Distance

5

May 29, 2026

1.52Average Euclidean distance

5

May 29, 2026

Graduate Admission Protocol A B=4

66.25Sparsity

5

Feb 26, 2026

Adult Income Protocol A B=4

89.26Sparsity

5

Feb 26, 2026

95.8AUPCc'

5

Feb 26, 2026

98AUPCc'

5

Feb 26, 2026

Haberman Survival

0.133L1

4

Jun 18, 2026

0.637L1 Distance

4

Jun 18, 2026

0.545L1 Error

4

Jun 18, 2026

0.35L1 Error

4

Jun 18, 2026

chscase census6

1.1Average Euclidean Distance

4

May 29, 2026

1Validity

4

Feb 26, 2026

wine-quality white

1Validity

4

Feb 26, 2026

wine-quality-red

100Validity

4

Feb 26, 2026

100Validity

4

Feb 26, 2026

100Validity

4

Feb 26, 2026

Steel Plates Fault

100Validity

4

Feb 26, 2026

100Validity

4

Feb 26, 2026

1Validity

4

Feb 26, 2026

100Validity

4

Feb 26, 2026

100Validity

4

Feb 26, 2026

100Validity

4

Feb 26, 2026

Page 3 of 4

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MNIST Wine quality Iris chscase census Fashion MNIST

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