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Machine Unlearning on TOFU (Attack Robustness and Forgetting)
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14.04
Forgetting Score (FS)
RMU
10.9848
31.6074
52.23
72.8526
Sep 26, 2025
Forgetting Score (FS)
Retention Score (RS)
Utility Score (US)
Harmful Attack Success Rate (p=0.1)
Harmful Attack Success Rate (p=0.3)
Benign Attack Success Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Forgetting Score (FS)
Retention Score (RS)
Utility Score (US)
Harmful Attack Success Rate (p=0.1)
Harmful Attack Success Rate (p=0.3)
Benign Attack Success Rate
RMU
Model=Llama-3.2
2025.09
14.04
93.7
91.74
87.97
90.97
20.33
SSIUU
Model=Llama-3.2
2025.09
17.75
92.74
91.67
31.82
37.53
21.08
KLUE
Model=Llama-3.2
2025.09
18.71
86.86
92.81
43.71
49.38
22.19
GD
Model=Llama-3.2
2025.09
19.32
89.36
92.88
45.41
51.73
20.98
GA
Model=Llama-3.2
2025.09
19.49
87.51
91.88
48.72
54.21
23.35
DPO
Model=Llama-3.2
2025.09
19.57
92.28
91.95
87.39
88.69
26.6
Default
Model=Llama-3.2
2025.09
90.42
93.54
91.45
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