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Single-Class Unlearning on Office 31 D -> A
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79
Retained Accuracy (D->A)
Unlearned(+)
52.688
59.519
66.35
73.181
Apr 9, 2026
Retained Accuracy (D->A)
Final Accuracy (D->A)
Performance Score (D->A)
Updated 9d ago
Evaluation Results
Method
Method
Links
Retained Accuracy (D->A)
Final Accuracy (D->A)
Performance Score (D->A)
Unlearned(+)
2026.04
79
90.9
0.41
Retrain
2026.04
63.9
0
0.64
Ours
2026.04
62.8
0
0.63
Original (SF(DA)²)
2026.04
61.1
100
0.31
PADA
2026.04
61.1
100
0.31
UNSIR
2026.04
60.4
66.6
0.37
SHOT
2026.04
60
1.6
0.59
Finetune
2026.04
59.6
100
0.3
ZSMU
2026.04
59.6
100
0.3
Nabla Tau
2026.04
58.9
74.6
0.34
Lipschitz
2026.04
53.7
66.7
0.33
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