# Knowledge Retention on ImageNet Source: [Knowledge Retention on ImageNet]() Collection index: [llms.txt]() Data updated: 2026-06-24T07:13:12.316Z Evaluation of Knowledge Retention performance, measured by Control Accuracy, on the ImageNet dataset. 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 | Knowledge Retention | | Dataset (including any stated split) | ImageNet | | Metric | Control Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Control Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Control Accuracy | Result date | Report paper | | --- | --- | --- | --- | | RandProj | 75.5 | Not recorded | 68fa7c001e209131cea8bcda | | AE | 73.4 | Not recorded | 68fa7c001e209131cea8bcda | | TA | 72.9 | Not recorded | 68fa7c001e209131cea8bcda | | PCA | 72.4 | Not recorded | 68fa7c001e209131cea8bcda | | RandProj | 68.3 | Not recorded | 68fa7c001e209131cea8bcda | | AE | 65.9 | Not recorded | 68fa7c001e209131cea8bcda | | TA | 65.4 | Not recorded | 68fa7c001e209131cea8bcda | | TA | 64.9 | Not recorded | 68fa7c001e209131cea8bcda | | PCA | 64.6 | Not recorded | 68fa7c001e209131cea8bcda | | RandProj | 63.3 | Not recorded | 68fa7c001e209131cea8bcda | | PCA | 61 | Not recorded | 68fa7c001e209131cea8bcda | | AE | 60.5 | Not recorded | 68fa7c001e209131cea8bcda | | Gradient Ascent | 16.3 | Not recorded | 68fa7c001e209131cea8bcda | | Gradient Ascent | 0.7 | Not recorded | 68fa7c001e209131cea8bcda | | Gradient Ascent | 0.3 | Not recorded | 68fa7c001e209131cea8bcda | ### RandProj Control Accuracy: 75.5. Result ID: 6a3b836cfbc373592c4356ac. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### AE Control Accuracy: 73.4. Result ID: 6a3b836cfbc373592c4356b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### TA Control Accuracy: 72.9. Result ID: 6a3b836cfbc373592c4356a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### PCA Control Accuracy: 72.4. Result ID: 6a3b836cfbc373592c4356af. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### RandProj Control Accuracy: 68.3. Result ID: 6a3b836cfbc373592c4356aa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### AE Control Accuracy: 65.9. Result ID: 6a3b836cfbc373592c4356b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### TA Control Accuracy: 65.4. Result ID: 6a3b836cfbc373592c4356a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### TA Control Accuracy: 64.9. Result ID: 6a3b836cfbc373592c4356a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### PCA Control Accuracy: 64.6. Result ID: 6a3b836cfbc373592c4356ad. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### RandProj Control Accuracy: 63.3. Result ID: 6a3b836cfbc373592c4356ab. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### PCA Control Accuracy: 61. Result ID: 6a3b836cfbc373592c4356ae. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### AE Control Accuracy: 60.5. Result ID: 6a3b836cfbc373592c4356b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### Gradient Ascent Control Accuracy: 16.3. Result ID: 6a3b836cfbc373592c4356a9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### Gradient Ascent Control Accuracy: 0.7. Result ID: 6a3b836cfbc373592c4356a7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. ### Gradient Ascent Control Accuracy: 0.3. Result ID: 6a3b836cfbc373592c4356a8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Basis Ratio (M)":"50%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.