Class Unlearning on CIFAR-10 (Fidelity Metrics)
99.35PULSalUn
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SalUnTarget Model=Meanflow, Unlearned Class=Class 1 (Auto)2026.03 | 99.35 | — | 62.77 | |
| SATarget Model=Meanflow, Unlearned Class=Class 1 (Auto)2026.03 | 98.05 | — | 82.92 | |
| UOT-UnlearnTarget Model=Meanflow, Unlearned Class=Class 6 (Frog)2026.03 | 96.25 | — | 19.58 | |
| GATarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 8 (Ship)2026.03 | 95.4 | — | 208.8 | |
| GATarget Model=Meanflow, Unlearned Class=Class 1 (Auto)2026.03 | 93.43 | — | 115.59 | |
| UOT-UnlearnTarget Model=Meanflow, Unlearned Class=Average2026.03 | 92.44 | — | 19.53 | |
| SATarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 1 (Auto)2026.03 | 91.16 | — | 49.8 | |
| UOT-UnlearnTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 6 (Frog)2026.03 | 90.98 | — | 5.11 | |
| SalUnTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 1 (Auto)2026.03 | 90.64 | — | 41.36 | |
| UOT-UnlearnTarget Model=Meanflow, Unlearned Class=Class 1 (Auto)2026.03 | 90.63 | — | 17.69 | |
| UOT-UnlearnTarget Model=Meanflow, Unlearned Class=Class 8 (Ship)2026.03 | 90.43 | — | 21.31 | |
| GATarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 1 (Auto)2026.03 | 88.07 | — | 160.03 | |
| GATarget Model=Meanflow, Unlearned Class=Class 8 (Ship)2026.03 | 85.74 | — | 49.08 | |
| UOT-UnlearnTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Average2026.03 | 85.51 | — | 6.96 | |
| UOT-UnlearnTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 8 (Ship)2026.03 | 85.23 | — | 5.88 | |
| SATarget Model=Meanflow, Unlearned Class=Class 8 (Ship)2026.03 | 84.98 | — | 20.48 | |
| SATarget Model=Meanflow, Unlearned Class=Average2026.03 | 80.51 | — | 41.51 | |
| UOT-UnlearnTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 1 (Auto)2026.03 | 80.32 | — | 9.9 | |
| GATarget Model=Meanflow, Unlearned Class=Average2026.03 | 79.92 | — | 70.69 | |
| SalUnTarget Model=Meanflow, Unlearned Class=Class 8 (Ship)2026.03 | 78.01 | — | 15.32 | |
| SalUnTarget Model=Meanflow, Unlearned Class=Average2026.03 | 75.83 | — | 32.72 | |
| GATarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Average2026.03 | 74.21 | — | 147 | |
| SATarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Average2026.03 | 72.5 | — | 51.61 | |
| VDUTarget Model=Meanflow, Unlearned Class=Class 8 (Ship)2026.03 | 71.47 | — | 33.06 | |
| SATarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 8 (Ship)2026.03 | 64.5 | — | 62.48 | |
| SATarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 6 (Frog)2026.03 | 61.85 | — | 42.54 | |
| SalUnTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Average2026.03 | 60.82 | — | 42.02 | |
| GATarget Model=Meanflow, Unlearned Class=Class 6 (Frog)2026.03 | 60.59 | — | 47.4 | |
| SATarget Model=Meanflow, Unlearned Class=Class 6 (Frog)2026.03 | 58.49 | — | 21.14 | |
| VDUTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 1 (Auto)2026.03 | 53.86 | — | 71.98 | |
| VDUTarget Model=Meanflow, Unlearned Class=Average2026.03 | 51.86 | — | 57.88 | |
| VDUTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 6 (Frog)2026.03 | 51.25 | — | 47.11 | |
| VDUTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Average2026.03 | 51.18 | — | 57.05 | |
| VDUTarget Model=Meanflow, Unlearned Class=Class 6 (Frog)2026.03 | 50.42 | — | 66.86 | |
| SalUnTarget Model=Meanflow, Unlearned Class=Class 6 (Frog)2026.03 | 50.14 | — | 20.06 | |
| SalUnTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 8 (Ship)2026.03 | 48.65 | — | 45.7 | |
| VDUTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 8 (Ship)2026.03 | 48.43 | — | 52.07 | |
| SalUnTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 6 (Frog)2026.03 | 43.16 | — | 39 | |
| GATarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 6 (Frog)2026.03 | 39.16 | — | 72.17 | |
| VDUTarget Model=Meanflow, Unlearned Class=Class 1 (Auto)2026.03 | 33.7 | — | 73.73 | |
| OriginalTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 1 (Auto)2026.03 | — | 4.53 | — | |
| OriginalTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 6 (Frog)2026.03 | — | 5.02 | — | |
| OriginalTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Class 8 (Ship)2026.03 | — | 4.36 | — | |
| OriginalTarget Model=Consistency Trajectory Models (CTM), Unlearned Class=Average2026.03 | — | 4.64 | — | |
| OriginalTarget Model=Meanflow, Unlearned Class=Class 1 (Auto)2026.03 | — | 7.73 | — | |
| OriginalTarget Model=Meanflow, Unlearned Class=Class 6 (Frog)2026.03 | — | 9.23 | — | |
| OriginalTarget Model=Meanflow, Unlearned Class=Class 8 (Ship)2026.03 | — | 7.08 | — | |
| OriginalTarget Model=Meanflow, Unlearned Class=Average2026.03 | — | 8.01 | — |