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ResearchFormerly WizWand

Zero-shot Class Unlearning

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

OxfordFlowers (retain set)

70.5Bias Factor

12

Feb 27, 2026

OxfordFlowers (forget set)

71.8Bias Factor (BF)

12

Feb 27, 2026

Caltech101 (retain set)

94.9Bias Factor (BF)

12

Feb 27, 2026

Caltech101 (forget set)

83.76Bias Factor (BF)

12

Feb 27, 2026

StanfordDogs (retain set)

60.18BF

12

Feb 27, 2026

StanfordDogs (forget set)

80.38BF

12

Feb 27, 2026

StanfordCars (retain set)

81.45BF

12

Feb 27, 2026

StanfordCars (forget set)

82.23Bias Factor

12

Feb 27, 2026