# Machine Unlearning on CIFAR10 (MBG Metric) Source: [Machine Unlearning on CIFAR10 (MBG Metric)]() Collection index: [llms.txt]() Data updated: 2026-05-12T09:40:55.993Z Evaluation of Machine Unlearning effectiveness on the CIFAR-10 dataset, focusing on the MBG 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 | MBG | | Unit | SCALAR | | 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 - [MBG](): Higher is better; unit: SCALAR. ## Recorded results | Method | MBG | Result date | Report paper | | --- | --- | --- | --- | | UNSIR | 51.16 | Not recorded | 6a02b437dbc836b87d82485b | | Original | 51.08 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGRM | 51.05 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGRM | 50.59 | Not recorded | 6a02b437dbc836b87d82485b | | UNSIR | 50.58 | Not recorded | 6a02b437dbc836b87d82485b | | SSD | 50.46 | Not recorded | 6a02b437dbc836b87d82485b | | Original | 50.37 | Not recorded | 6a02b437dbc836b87d82485b | | SSD | 50.34 | Not recorded | 6a02b437dbc836b87d82485b | | LB-HR | 49.68 | Not recorded | 6a02b437dbc836b87d82485b | | Random-label | 49.07 | Not recorded | 6a02b437dbc836b87d82485b | | LB-HR | 48.96 | Not recorded | 6a02b437dbc836b87d82485b | | SalUn | 48.9 | Not recorded | 6a02b437dbc836b87d82485b | | FT | 48.52 | Not recorded | 6a02b437dbc836b87d82485b | | FT | 47.76 | Not recorded | 6a02b437dbc836b87d82485b | | SF | 47.45 | Not recorded | 6a02b437dbc836b87d82485b | | Random-label | 47.19 | Not recorded | 6a02b437dbc836b87d82485b | | NegGrad+ | 46.81 | Not recorded | 6a02b437dbc836b87d82485b | | Retrain | 46.51 | Not recorded | 6a02b437dbc836b87d82485b | | SalUn | 46.46 | Not recorded | 6a02b437dbc836b87d82485b | | SF | 46.46 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGM | 46.39 | Not recorded | 6a02b437dbc836b87d82485b | | NegGrad+ | 46.24 | Not recorded | 6a02b437dbc836b87d82485b | | Retrain | 45.58 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGM | 43.19 | Not recorded | 6a02b437dbc836b87d82485b | | SCRUB | 36.75 | Not recorded | 6a02b437dbc836b87d82485b | | SCRUB | 35.03 | Not recorded | 6a02b437dbc836b87d82485b | | BiasShift | 3.19 | Not recorded | 6a02b437dbc836b87d82485b | | BiasShift | 3.1 | Not recorded | 6a02b437dbc836b87d82485b | ### UNSIR MBG: 51.16. Result ID: 6a02f44547f34ce924e60f8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### Original MBG: 51.08. Result ID: 6a02f44547f34ce924e60f7c. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### TS-BGRM MBG: 51.05. Result ID: 6a02f44547f34ce924e60f94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### TS-BGRM MBG: 50.59. Result ID: 6a02f44547f34ce924e60f95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### UNSIR MBG: 50.58. Result ID: 6a02f44547f34ce924e60f8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SSD MBG: 50.46. Result ID: 6a02f44547f34ce924e60f8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### Original MBG: 50.37. Result ID: 6a02f44547f34ce924e60f7d. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SSD MBG: 50.34. Result ID: 6a02f44547f34ce924e60f8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### LB-HR MBG: 49.68. Result ID: 6a02f44547f34ce924e60f96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### Random-label MBG: 49.07. Result ID: 6a02f44547f34ce924e60f84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### LB-HR MBG: 48.96. Result ID: 6a02f44547f34ce924e60f97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SalUn MBG: 48.9. Result ID: 6a02f44547f34ce924e60f86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### FT MBG: 48.52. Result ID: 6a02f44547f34ce924e60f80. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### FT MBG: 47.76. Result ID: 6a02f44547f34ce924e60f81. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SF MBG: 47.45. Result ID: 6a02f44547f34ce924e60f90. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### Random-label MBG: 47.19. Result ID: 6a02f44547f34ce924e60f85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### NegGrad+ MBG: 46.81. Result ID: 6a02f44547f34ce924e60f82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### Retrain MBG: 46.51. Result ID: 6a02f44547f34ce924e60f7e. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### SalUn MBG: 46.46. Result ID: 6a02f44547f34ce924e60f87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SF MBG: 46.46. Result ID: 6a02f44547f34ce924e60f91. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### TS-BGM MBG: 46.39. Result ID: 6a02f44547f34ce924e60f92. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### NegGrad+ MBG: 46.24. Result ID: 6a02f44547f34ce924e60f83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### Retrain MBG: 45.58. Result ID: 6a02f44547f34ce924e60f7f. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### TS-BGM MBG: 43.19. Result ID: 6a02f44547f34ce924e60f93. [Reporting paper]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SCRUB MBG: 36.75. Result ID: 6a02f44547f34ce924e60f89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of forgotten classes":"3"}. This record does not assert independent reproduction. ### SCRUB MBG: 35.03. Result ID: 6a02f44547f34ce924e60f88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### BiasShift MBG: 3.19. Result ID: 6a02f44547f34ce924e60f8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of forgotten classes":"1"}. This record does not assert independent reproduction. ### BiasShift MBG: 3.1. Result ID: 6a02f44547f34ce924e60f8f. [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.