# Machine Unlearning on CIFAR10 (BSC Metric) Source: [Machine Unlearning on CIFAR10 (BSC Metric)]() Collection index: [llms.txt]() Data updated: 2026-05-12T09:40:56.311Z Evaluation of Machine Unlearning effectiveness on the CIFAR-10 dataset, specifically reporting the BSC metric. 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 | Machine Unlearning | | Dataset (including any stated split) | CIFAR10 | | Metric | BSC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [BSC](): Higher is better; unit: PERCENT. ## Recorded results | Method | BSC | Result date | Report paper | | --- | --- | --- | --- | | SSD | 99.66 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGRM | 99.56 | Not recorded | 6a02b437dbc836b87d82485b | | SSD | 99.5 | Not recorded | 6a02b437dbc836b87d82485b | | Original | 99.43 | Not recorded | 6a02b437dbc836b87d82485b | | UNSIR | 98.72 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGRM | 97.22 | Not recorded | 6a02b437dbc836b87d82485b | | Original | 97.09 | Not recorded | 6a02b437dbc836b87d82485b | | LB-HR | 97.01 | Not recorded | 6a02b437dbc836b87d82485b | | UNSIR | 96.76 | Not recorded | 6a02b437dbc836b87d82485b | | Random-label | 95.41 | Not recorded | 6a02b437dbc836b87d82485b | | SalUn | 94.48 | Not recorded | 6a02b437dbc836b87d82485b | | FT | 93.29 | Not recorded | 6a02b437dbc836b87d82485b | | LB-HR | 92.62 | Not recorded | 6a02b437dbc836b87d82485b | | FT | 91.13 | Not recorded | 6a02b437dbc836b87d82485b | | Random-label | 89.1 | Not recorded | 6a02b437dbc836b87d82485b | | SF | 88.91 | Not recorded | 6a02b437dbc836b87d82485b | | NegGrad+ | 87.45 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGM | 86.39 | Not recorded | 6a02b437dbc836b87d82485b | | Retrain | 86.29 | Not recorded | 6a02b437dbc836b87d82485b | | SF | 86.29 | Not recorded | 6a02b437dbc836b87d82485b | | NegGrad+ | 85.78 | Not recorded | 6a02b437dbc836b87d82485b | | SalUn | 85.49 | Not recorded | 6a02b437dbc836b87d82485b | | Retrain | 84.15 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGM | 77.33 | Not recorded | 6a02b437dbc836b87d82485b | | SCRUB | 61.54 | Not recorded | 6a02b437dbc836b87d82485b | | SCRUB | 61.08 | Not recorded | 6a02b437dbc836b87d82485b | | BiasShift | 6.26 | Not recorded | 6a02b437dbc836b87d82485b | | BiasShift | 6.25 | Not recorded | 6a02b437dbc836b87d82485b | ### SSD BSC: 99.66. Result ID: 6a02f44547f34ce924e61035. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### TS-BGRM BSC: 99.56. Result ID: 6a02f44547f34ce924e6103d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SSD BSC: 99.5. Result ID: 6a02f44547f34ce924e61034. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### Original BSC: 99.43. Result ID: 6a02f44547f34ce924e61025. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### UNSIR BSC: 98.72. Result ID: 6a02f44547f34ce924e61033. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### TS-BGRM BSC: 97.22. Result ID: 6a02f44547f34ce924e6103c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### Original BSC: 97.09. Result ID: 6a02f44547f34ce924e61024. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### LB-HR BSC: 97.01. Result ID: 6a02f44547f34ce924e6103e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### UNSIR BSC: 96.76. Result ID: 6a02f44547f34ce924e61032. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### Random-label BSC: 95.41. Result ID: 6a02f44547f34ce924e6102c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### SalUn BSC: 94.48. Result ID: 6a02f44547f34ce924e6102e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### FT BSC: 93.29. Result ID: 6a02f44547f34ce924e61028. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### LB-HR BSC: 92.62. Result ID: 6a02f44547f34ce924e6103f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### FT BSC: 91.13. Result ID: 6a02f44547f34ce924e61029. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### Random-label BSC: 89.1. Result ID: 6a02f44547f34ce924e6102d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SF BSC: 88.91. Result ID: 6a02f44547f34ce924e61038. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### NegGrad+ BSC: 87.45. Result ID: 6a02f44547f34ce924e6102a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### TS-BGM BSC: 86.39. Result ID: 6a02f44547f34ce924e6103a. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### Retrain BSC: 86.29. Result ID: 6a02f44547f34ce924e61026. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### SF BSC: 86.29. Result ID: 6a02f44547f34ce924e61039. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### NegGrad+ BSC: 85.78. Result ID: 6a02f44547f34ce924e6102b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SalUn BSC: 85.49. Result ID: 6a02f44547f34ce924e6102f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### Retrain BSC: 84.15. Result ID: 6a02f44547f34ce924e61027. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### TS-BGM BSC: 77.33. Result ID: 6a02f44547f34ce924e6103b. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SCRUB BSC: 61.54. Result ID: 6a02f44547f34ce924e61031. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SCRUB BSC: 61.08. Result ID: 6a02f44547f34ce924e61030. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### BiasShift BSC: 6.26. Result ID: 6a02f44547f34ce924e61036. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### BiasShift BSC: 6.25. Result ID: 6a02f44547f34ce924e61037. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.