# Class Unlearning on CIFAR-10 (Fidelity Metrics) Source: [Class Unlearning on CIFAR-10 (Fidelity Metrics)]() Collection index: [llms.txt]() Data updated: 2026-03-18T08:51:59.997Z Evaluation of Class Unlearning effectiveness on the CIFAR-10 dataset, focusing on distribution fidelity metrics such as FID, u-FID, and PUL (Percentage of Unlearned Labels). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Class Unlearning | | Dataset (including any stated split) | CIFAR-10 | | Metric | PUL | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 48 of 48 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [PUL](): Higher is better; unit: PERCENT. - [FID](): Lower is better; unit: SCALAR. - [u-FID](): Lower is better; unit: SCALAR. ## Recorded results | Method | PUL | Result date | Report paper | | --- | --- | --- | --- | | SalUn | 99.35 | Not recorded | 69ba318c0636e5bf4afc0820 | | SA | 98.05 | Not recorded | 69ba318c0636e5bf4afc0820 | | UOT-Unlearn | 96.25 | Not recorded | 69ba318c0636e5bf4afc0820 | | GA | 95.4 | Not recorded | 69ba318c0636e5bf4afc0820 | | GA | 93.43 | Not recorded | 69ba318c0636e5bf4afc0820 | | UOT-Unlearn | 92.44 | Not recorded | 69ba318c0636e5bf4afc0820 | | SA | 91.16 | Not recorded | 69ba318c0636e5bf4afc0820 | | UOT-Unlearn | 90.98 | Not recorded | 69ba318c0636e5bf4afc0820 | | SalUn | 90.64 | Not recorded | 69ba318c0636e5bf4afc0820 | | UOT-Unlearn | 90.63 | Not recorded | 69ba318c0636e5bf4afc0820 | | UOT-Unlearn | 90.43 | Not recorded | 69ba318c0636e5bf4afc0820 | | GA | 88.07 | Not recorded | 69ba318c0636e5bf4afc0820 | | GA | 85.74 | Not recorded | 69ba318c0636e5bf4afc0820 | | UOT-Unlearn | 85.51 | Not recorded | 69ba318c0636e5bf4afc0820 | | UOT-Unlearn | 85.23 | Not recorded | 69ba318c0636e5bf4afc0820 | | SA | 84.98 | Not recorded | 69ba318c0636e5bf4afc0820 | | SA | 80.51 | Not recorded | 69ba318c0636e5bf4afc0820 | | UOT-Unlearn | 80.32 | Not recorded | 69ba318c0636e5bf4afc0820 | | GA | 79.92 | Not recorded | 69ba318c0636e5bf4afc0820 | | SalUn | 78.01 | Not recorded | 69ba318c0636e5bf4afc0820 | | SalUn | 75.83 | Not recorded | 69ba318c0636e5bf4afc0820 | | GA | 74.21 | Not recorded | 69ba318c0636e5bf4afc0820 | | SA | 72.5 | Not recorded | 69ba318c0636e5bf4afc0820 | | VDU | 71.47 | Not recorded | 69ba318c0636e5bf4afc0820 | | SA | 64.5 | Not recorded | 69ba318c0636e5bf4afc0820 | | SA | 61.85 | Not recorded | 69ba318c0636e5bf4afc0820 | | SalUn | 60.82 | Not recorded | 69ba318c0636e5bf4afc0820 | | GA | 60.59 | Not recorded | 69ba318c0636e5bf4afc0820 | | SA | 58.49 | Not recorded | 69ba318c0636e5bf4afc0820 | | VDU | 53.86 | Not recorded | 69ba318c0636e5bf4afc0820 | | VDU | 51.86 | Not recorded | 69ba318c0636e5bf4afc0820 | | VDU | 51.25 | Not recorded | 69ba318c0636e5bf4afc0820 | | VDU | 51.18 | Not recorded | 69ba318c0636e5bf4afc0820 | | VDU | 50.42 | Not recorded | 69ba318c0636e5bf4afc0820 | | SalUn | 50.14 | Not recorded | 69ba318c0636e5bf4afc0820 | | SalUn | 48.65 | Not recorded | 69ba318c0636e5bf4afc0820 | | VDU | 48.43 | Not recorded | 69ba318c0636e5bf4afc0820 | | SalUn | 43.16 | Not recorded | 69ba318c0636e5bf4afc0820 | | GA | 39.16 | Not recorded | 69ba318c0636e5bf4afc0820 | | VDU | 33.7 | Not recorded | 69ba318c0636e5bf4afc0820 | ### SalUn PUL: 99.35. Result ID: 69ba673f47f34ce924a46cbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 1 (Auto)"}. This record does not assert independent reproduction. ### SA PUL: 98.05. Result ID: 69ba673f47f34ce924a46cb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 1 (Auto)"}. This record does not assert independent reproduction. ### UOT-Unlearn PUL: 96.25. Result ID: 69ba673f47f34ce924a46cc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 6 (Frog)"}. This record does not assert independent reproduction. ### GA PUL: 95.4. Result ID: 69ba673f47f34ce924a46c9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 8 (Ship)"}. This record does not assert independent reproduction. ### GA PUL: 93.43. Result ID: 69ba673f47f34ce924a46cb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 1 (Auto)"}. This record does not assert independent reproduction. ### UOT-Unlearn PUL: 92.44. Result ID: 69ba673f47f34ce924a46cc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Average"}. This record does not assert independent reproduction. ### SA PUL: 91.16. Result ID: 69ba673f47f34ce924a46ca0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 1 (Auto)"}. This record does not assert independent reproduction. ### UOT-Unlearn PUL: 90.98. Result ID: 69ba673f47f34ce924a46cad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 6 (Frog)"}. This record does not assert independent reproduction. ### SalUn PUL: 90.64. Result ID: 69ba673f47f34ce924a46ca4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 1 (Auto)"}. This record does not assert independent reproduction. ### UOT-Unlearn PUL: 90.63. Result ID: 69ba673f47f34ce924a46cc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 1 (Auto)"}. This record does not assert independent reproduction. ### UOT-Unlearn PUL: 90.43. Result ID: 69ba673f47f34ce924a46cc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 8 (Ship)"}. This record does not assert independent reproduction. ### GA PUL: 88.07. Result ID: 69ba673f47f34ce924a46c9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 1 (Auto)"}. This record does not assert independent reproduction. ### GA PUL: 85.74. Result ID: 69ba673f47f34ce924a46cb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 8 (Ship)"}. This record does not assert independent reproduction. ### UOT-Unlearn PUL: 85.51. Result ID: 69ba673f47f34ce924a46caf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Average"}. This record does not assert independent reproduction. ### UOT-Unlearn PUL: 85.23. Result ID: 69ba673f47f34ce924a46cae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 8 (Ship)"}. This record does not assert independent reproduction. ### SA PUL: 84.98. Result ID: 69ba673f47f34ce924a46cba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 8 (Ship)"}. This record does not assert independent reproduction. ### SA PUL: 80.51. Result ID: 69ba673f47f34ce924a46cbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Average"}. This record does not assert independent reproduction. ### UOT-Unlearn PUL: 80.32. Result ID: 69ba673f47f34ce924a46cac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 1 (Auto)"}. This record does not assert independent reproduction. ### GA PUL: 79.92. Result ID: 69ba673f47f34ce924a46cb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Average"}. This record does not assert independent reproduction. ### SalUn PUL: 78.01. Result ID: 69ba673f47f34ce924a46cbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 8 (Ship)"}. This record does not assert independent reproduction. ### SalUn PUL: 75.83. Result ID: 69ba673f47f34ce924a46cbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Average"}. This record does not assert independent reproduction. ### GA PUL: 74.21. Result ID: 69ba673f47f34ce924a46c9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Average"}. This record does not assert independent reproduction. ### SA PUL: 72.5. Result ID: 69ba673f47f34ce924a46ca3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Average"}. This record does not assert independent reproduction. ### VDU PUL: 71.47. Result ID: 69ba673f47f34ce924a46cc2. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 8 (Ship)"}. This record does not assert independent reproduction. ### SA PUL: 64.5. Result ID: 69ba673f47f34ce924a46ca2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 8 (Ship)"}. This record does not assert independent reproduction. ### SA PUL: 61.85. Result ID: 69ba673f47f34ce924a46ca1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 6 (Frog)"}. This record does not assert independent reproduction. ### SalUn PUL: 60.82. Result ID: 69ba673f47f34ce924a46ca7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Average"}. This record does not assert independent reproduction. ### GA PUL: 60.59. Result ID: 69ba673f47f34ce924a46cb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 6 (Frog)"}. This record does not assert independent reproduction. ### SA PUL: 58.49. Result ID: 69ba673f47f34ce924a46cb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 6 (Frog)"}. This record does not assert independent reproduction. ### VDU PUL: 53.86. Result ID: 69ba673f47f34ce924a46ca8. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 1 (Auto)"}. This record does not assert independent reproduction. ### VDU PUL: 51.86. Result ID: 69ba673f47f34ce924a46cc3. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Average"}. This record does not assert independent reproduction. ### VDU PUL: 51.25. Result ID: 69ba673f47f34ce924a46ca9. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 6 (Frog)"}. This record does not assert independent reproduction. ### VDU PUL: 51.18. Result ID: 69ba673f47f34ce924a46cab. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Average"}. This record does not assert independent reproduction. ### VDU PUL: 50.42. Result ID: 69ba673f47f34ce924a46cc1. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 6 (Frog)"}. This record does not assert independent reproduction. ### SalUn PUL: 50.14. Result ID: 69ba673f47f34ce924a46cbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 6 (Frog)"}. This record does not assert independent reproduction. ### SalUn PUL: 48.65. Result ID: 69ba673f47f34ce924a46ca6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 8 (Ship)"}. This record does not assert independent reproduction. ### VDU PUL: 48.43. Result ID: 69ba673f47f34ce924a46caa. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 8 (Ship)"}. This record does not assert independent reproduction. ### SalUn PUL: 43.16. Result ID: 69ba673f47f34ce924a46ca5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 6 (Frog)"}. This record does not assert independent reproduction. ### GA PUL: 39.16. Result ID: 69ba673f47f34ce924a46c9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Consistency Trajectory Models (CTM)","Unlearned Class":"Class 6 (Frog)"}. This record does not assert independent reproduction. ### VDU PUL: 33.7. Result ID: 69ba673f47f34ce924a46cc0. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Meanflow","Unlearned Class":"Class 1 (Auto)"}. 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