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Class Unlearning research benchmarks – Page 2 · SOTA2 Research

Class Unlearning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

89.64Accuracy (Forgetting, BF)

6

Feb 27, 2026

41.21Acc (Forget, BF)

6

Feb 27, 2026

tinyImageNet (Butcher Shop)

83.37PUL (%)

5

Mar 24, 2026

tinyImageNet (Fish)

39.33PUL

5

Mar 24, 2026

CIFAR-10 (Ship)

92.86PUL (%)

5

Mar 24, 2026

CIFAR-10 Automobile

2.25PUL

5

Mar 25, 2026

32.53Privacy Utility Loss (PUL)

5

Mar 24, 2026

90.07PUL (%)

5

Mar 24, 2026

93Retention Accuracy

3

Jun 24, 2026

FashionMNIST (test)

99Retention Accuracy

2

Feb 26, 2026

Page 2 of 2

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