# Ranking past classes by forgetting on CIFAR-100 (incremental) Source: [Ranking past classes by forgetting on CIFAR-100 (incremental)]() Collection index: [llms.txt]() Data updated: 2026-05-15T09:20:05.993Z Evaluation of model forgetting behavior on the CIFAR-100 dataset under an incremental learning setting, specifically measuring the correlation (e.g., Spearman's rho) between predicted forgetting and actual forgetting across past 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 | Ranking past classes by forgetting | | Dataset (including any stated split) | CIFAR-100 (incremental) | | Metric | Spearman's Rho | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Spearman's Rho](): Higher is better; unit: SCALAR. ## Recorded results | Method | Spearman's Rho | Result date | Report paper | | --- | --- | --- | --- | | Last-Layer Imbalanced Forgetting Coefficients | 0.91 | Not recorded | 6a06a8b8dbc836b87d82a204 | | Last-Layer Imbalanced Forgetting Coefficients | 0.9 | Not recorded | 6a06a8b8dbc836b87d82a204 | | Last-Layer Imbalanced Forgetting Coefficients | 0.88 | Not recorded | 6a06a8b8dbc836b87d82a204 | | New-Dataset Interference Coefficient (NIC) | 0.75 | Not recorded | 6a06a8b8dbc836b87d82a204 | | New-Dataset Interference Coefficient (NIC) | 0.74 | Not recorded | 6a06a8b8dbc836b87d82a204 | | LOG-SIM | 0.67 | Not recorded | 6a06a8b8dbc836b87d82a204 | | New-Dataset Interference Coefficient (NIC) | 0.65 | Not recorded | 6a06a8b8dbc836b87d82a204 | | LOG-SIM | 0.63 | Not recorded | 6a06a8b8dbc836b87d82a204 | | LOG-SIM | 0.39 | Not recorded | 6a06a8b8dbc836b87d82a204 | ### Last-Layer Imbalanced Forgetting Coefficients Spearman's Rho: 0.91. Result ID: 6a06e53547f34ce924eed69d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2","Subset":"{10%, 20%}","Evaluation Protocol":"SW-LOO"}. This record does not assert independent reproduction. ### Last-Layer Imbalanced Forgetting Coefficients Spearman's Rho: 0.9. Result ID: 6a06e53547f34ce924eed69c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2","Evaluation Protocol":"SW-LOO"}. This record does not assert independent reproduction. ### Last-Layer Imbalanced Forgetting Coefficients Spearman's Rho: 0.88. Result ID: 6a06e53547f34ce924eed69e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"3","Evaluation Protocol":"SW-LOO"}. This record does not assert independent reproduction. ### New-Dataset Interference Coefficient (NIC) Spearman's Rho: 0.75. Result ID: 6a06e53547f34ce924eed6a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2","Subset":"{10%, 20%}"}. This record does not assert independent reproduction. ### New-Dataset Interference Coefficient (NIC) Spearman's Rho: 0.74. Result ID: 6a06e53547f34ce924eed69f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2"}. This record does not assert independent reproduction. ### LOG-SIM Spearman's Rho: 0.67. Result ID: 6a06e53547f34ce924eed6a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2","Subset":"{10%, 20%}"}. This record does not assert independent reproduction. ### New-Dataset Interference Coefficient (NIC) Spearman's Rho: 0.65. Result ID: 6a06e53547f34ce924eed6a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"3"}. This record does not assert independent reproduction. ### LOG-SIM Spearman's Rho: 0.63. Result ID: 6a06e53547f34ce924eed6a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2"}. This record does not assert independent reproduction. ### LOG-SIM Spearman's Rho: 0.39. Result ID: 6a06e53547f34ce924eed6a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.