# Machine Unlearning on Tiny-ImageNet 3-class forgetting Source: [Machine Unlearning on Tiny-ImageNet 3-class forgetting]() Collection index: [llms.txt]() Data updated: 2026-05-12T09:40:55.958Z Evaluation of Machine Unlearning performance on the Tiny-ImageNet dataset, specifically focusing on the forgetting of 3 distinct classes. 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) | Tiny-ImageNet 3-class forgetting | | Metric | Time | | Unit | TIME | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 - [Time](): Lower is better; unit: TIME. - [RTR Score](): Lower is better; unit: SCALAR. ## Recorded results | Method | Time | Result date | Report paper | | --- | --- | --- | --- | | BiasShift | 0.03 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGM | 32.18 | Not recorded | 6a02b437dbc836b87d82485b | | TS-BGRM | 32.86 | Not recorded | 6a02b437dbc836b87d82485b | | SSD | 55.05 | Not recorded | 6a02b437dbc836b87d82485b | | SalUn | 141.76 | Not recorded | 6a02b437dbc836b87d82485b | | LB-HR | 153.67 | Not recorded | 6a02b437dbc836b87d82485b | | Random-label | 164.88 | Not recorded | 6a02b437dbc836b87d82485b | | FT | 249.54 | Not recorded | 6a02b437dbc836b87d82485b | | SF | 294.98 | Not recorded | 6a02b437dbc836b87d82485b | | NegGrad+ | 555.83 | Not recorded | 6a02b437dbc836b87d82485b | | UNSIR | 828.97 | Not recorded | 6a02b437dbc836b87d82485b | | SCRUB | 1208.04 | Not recorded | 6a02b437dbc836b87d82485b | | Retrain | 15699.39 | Not recorded | 6a02b437dbc836b87d82485b | ### BiasShift Time: 0.03. Result ID: 6a02f44547f34ce924e60f77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### TS-BGM Time: 32.18. Result ID: 6a02f44547f34ce924e60f79. [Reporting paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### TS-BGRM Time: 32.86. Result ID: 6a02f44547f34ce924e60f7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### SSD Time: 55.05. Result ID: 6a02f44547f34ce924e60f76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### SalUn Time: 141.76. Result ID: 6a02f44547f34ce924e60f73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### LB-HR Time: 153.67. Result ID: 6a02f44547f34ce924e60f7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### Random-label Time: 164.88. Result ID: 6a02f44547f34ce924e60f72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### FT Time: 249.54. Result ID: 6a02f44547f34ce924e60f70. [Reporting paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### SF Time: 294.98. Result ID: 6a02f44547f34ce924e60f78. [Reporting paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### NegGrad+ Time: 555.83. Result ID: 6a02f44547f34ce924e60f71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### UNSIR Time: 828.97. Result ID: 6a02f44547f34ce924e60f75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### SCRUB Time: 1208.04. Result ID: 6a02f44547f34ce924e60f74. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. ### Retrain Time: 15699.39. Result ID: 6a02f44547f34ce924e60f6f. [Reporting paper]() Recorded evaluation configuration: {"Forget Classes":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.