# Single-Class Forgetting on Tiny-ImageNet (test) Source: [Single-Class Forgetting on Tiny-ImageNet (test)]() Collection index: [llms.txt]() Data updated: 2026-05-12T09:40:56.230Z Evaluation of Machine Unlearning performance on the test split of the Tiny-ImageNet dataset, specifically focusing on the forgetting of a single class, measured by metrics such as MBS. 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-level Machine Unlearning | | Dataset (including any stated split) | Tiny-ImageNet single-class forgetting (test) | | Metric | MBS | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [MBS](): Higher is better; unit: SCALAR. ## Recorded results | Method | MBS | Result date | Report paper | | --- | --- | --- | --- | | UNSIR | 52.27 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGRM | 50.91 | Not recorded | 6a02b437dbc836b87d82485b | | Original | 50.63 | Not recorded | 6a02b437dbc836b87d82485b | | Random-label | 50.58 | Not recorded | 6a02b437dbc836b87d82485b | | SalUn | 50.58 | Not recorded | 6a02b437dbc836b87d82485b | | SSD | 50.51 | Not recorded | 6a02b437dbc836b87d82485b | | LB-HR | 50.43 | Not recorded | 6a02b437dbc836b87d82485b | | FT | 50.28 | Not recorded | 6a02b437dbc836b87d82485b | | Retrain | 50.07 | Not recorded | 6a02b437dbc836b87d82485b | | SF | 49.95 | Not recorded | 6a02b437dbc836b87d82485b | | NegGrad+ | 49.65 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGM | 48.74 | Not recorded | 6a02b437dbc836b87d82485b | | SCRUB | 45.81 | Not recorded | 6a02b437dbc836b87d82485b | | BiasShift | 1.42 | Not recorded | 6a02b437dbc836b87d82485b | ### UNSIR MBS: 52.27. Result ID: 6a02f44547f34ce924e6100f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TS-BGRM MBS: 50.91. Result ID: 6a02f44547f34ce924e61014. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Original MBS: 50.63. Result ID: 6a02f44547f34ce924e61008. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random-label MBS: 50.58. Result ID: 6a02f44547f34ce924e6100c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SalUn MBS: 50.58. Result ID: 6a02f44547f34ce924e6100d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SSD MBS: 50.51. Result ID: 6a02f44547f34ce924e61010. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LB-HR MBS: 50.43. Result ID: 6a02f44547f34ce924e61015. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FT MBS: 50.28. Result ID: 6a02f44547f34ce924e6100a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Retrain MBS: 50.07. Result ID: 6a02f44547f34ce924e61009. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SF MBS: 49.95. Result ID: 6a02f44547f34ce924e61012. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NegGrad+ MBS: 49.65. Result ID: 6a02f44547f34ce924e6100b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TS-BGM MBS: 48.74. Result ID: 6a02f44547f34ce924e61013. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCRUB MBS: 45.81. Result ID: 6a02f44547f34ce924e6100e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiasShift MBS: 1.42. Result ID: 6a02f44547f34ce924e61011. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.