# Image Classification (Class Unlearning) on CIFAR-10 Source: [Image Classification (Class Unlearning) on CIFAR-10]() Collection index: [llms.txt]() Data updated: 2026-05-12T08:04:05.410Z Evaluation of Image Classification performance following Class Unlearning procedures on the CIFAR-10 dataset, focusing specifically on Activation Distance metrics (Dr, Df, Drt, Dft) as fidelity measures. 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 | Image Classification (Class Unlearning) | | Dataset (including any stated split) | CIFAR-10 | | Metric | Activation Distance (Dr) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 10 of 10 | | 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 - [Activation Distance (Dr)](): Lower is better; unit: SCALAR. - [Activation Distance (Df)](): Lower is better; unit: SCALAR. - [Activation Distance (Drt)](): Lower is better; unit: SCALAR. - [Activation Distance (Dft)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Activation Distance (Dr) | Result date | Report paper | | --- | --- | --- | --- | | Finetune | 0 | Not recorded | 68fa75ab1e209131cea69322 | | BadT | 0 | Not recorded | 68fa75ab1e209131cea69322 | | SCRUB | 0 | Not recorded | 68fa75ab1e209131cea69322 | | Residual Feature Alignment | 0 | Not recorded | 68fa75ab1e209131cea69322 | | Finetune | 0 | Not recorded | 68fa75ab1e209131cea69322 | | BadT | 0 | Not recorded | 68fa75ab1e209131cea69322 | | SCRUB | 0 | Not recorded | 68fa75ab1e209131cea69322 | | Residual Feature Alignment | 0 | Not recorded | 68fa75ab1e209131cea69322 | | NegGrad | 0.27 | Not recorded | 68fa75ab1e209131cea69322 | | NegGrad | 1.11 | Not recorded | 68fa75ab1e209131cea69322 | ### Finetune Activation Distance (Dr): 0. Result ID: 6a02dee447f34ce924e57c4b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### BadT Activation Distance (Dr): 0. Result ID: 6a02dee447f34ce924e57c4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### SCRUB Activation Distance (Dr): 0. Result ID: 6a02dee447f34ce924e57c4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Residual Feature Alignment Activation Distance (Dr): 0. Result ID: 6a02dee447f34ce924e57c4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Finetune Activation Distance (Dr): 0. Result ID: 6a02dee447f34ce924e57c50. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. ### BadT Activation Distance (Dr): 0. Result ID: 6a02dee447f34ce924e57c51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. ### SCRUB Activation Distance (Dr): 0. Result ID: 6a02dee447f34ce924e57c52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. ### Residual Feature Alignment Activation Distance (Dr): 0. Result ID: 6a02dee447f34ce924e57c53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. ### NegGrad Activation Distance (Dr): 0.27. Result ID: 6a02dee447f34ce924e57c4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### NegGrad Activation Distance (Dr): 1.11. Result ID: 6a02dee447f34ce924e57c4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.