Class Unlearning
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
100Retain Accuracy
66
Jun 24, 2026
94.78Test Accuracy
42
May 18, 2026
99.35PUL
40
Mar 18, 2026
100MIA Accuracy (Mean)
32
May 12, 2026
97.22Retain Accuracy
28
May 12, 2026
1.48Test Error (Mean)
27
Feb 26, 2026
1.67Test Error
27
Feb 26, 2026
10.87Training Time (s)
24
May 12, 2026
80.71Acc (Dr)
22
Apr 7, 2026
96.72Df (Degree of Forgetting)
19
Feb 26, 2026
13.98Test Error
18
Feb 26, 2026
0MIA Rate
14
May 12, 2026
99.96Retention Accuracy
13
Feb 27, 2026
98.32U-LiRA Accuracy
12
Feb 26, 2026
2.4MIA Success Rate (No Attack)
10
Jun 24, 2026
0.39Forgetting Rate (Dr)
10
May 12, 2026
0.433Average Gap
10
Feb 26, 2026
0Average Gap
10
Feb 26, 2026
95.71Dr (Utility)
8
Jun 17, 2026
95.73Retention (Dr)
8
Jun 17, 2026
64.17Total Accuracy (TA)
7
Jun 18, 2026
94.14Target Accuracy (TA)
7
Jun 18, 2026
0Forget Error
7
Feb 26, 2026
0.07Retain Error
7
Feb 26, 2026
2.76Dr
6
May 12, 2026