# Continual Learning on GCIL-CIFAR-100 Uniform Source: [Continual Learning on GCIL-CIFAR-100 Uniform]() Collection index: [llms.txt]() Data updated: 2026-03-04T18:48:21.913Z Evaluation of Continual Learning performance specifically on the GCIL-CIFAR-100 Uniform setup, focusing on metrics like Final Average Accuracy (FAA) and Absolute Gain. 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 | Continual Learning | | Dataset (including any stated split) | GCIL-CIFAR-100 Uniform | | Metric | Final Average Accuracy (FAA) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Final Average Accuracy (FAA)](): Higher is better; unit: PERCENT. - [Absolute Gain](): Higher is better; unit: SCALAR. ## Recorded results | Method | Final Average Accuracy (FAA) | Result date | Report paper | | --- | --- | --- | --- | | Joint (upper bound) | 58.36 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (ER+ID) | 40.54 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (SARL+ID) | 39.65 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | SARL | 38.73 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (CLS-ER+ID) | 37.57 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | CLS-ER | 36.8 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (SARL+ID) | 36.45 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | SARL | 36.2 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | SCoMMER | 35.7 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | DER++ | 33.66 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (CLS-ER+ID) | 31.17 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | ER | 28.76 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | SCoMMER | 28.56 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (ER+ID) | 26.66 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | CLS-ER | 22.37 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | DER++ | 19.36 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | ER | 16.34 | Not recorded | 69a66bcc2d603e6de3e3cbcc | ### Joint (upper bound) Final Average Accuracy (FAA): 58.36. Result ID: 69a87e5f6dbb7075b950beee. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ours (ER+ID) Final Average Accuracy (FAA): 40.54. Result ID: 69a87e5f6dbb7075b950bef6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### Ours (SARL+ID) Final Average Accuracy (FAA): 39.65. Result ID: 69a87e5f6dbb7075b950befe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### SARL Final Average Accuracy (FAA): 38.73. Result ID: 69a87e5f6dbb7075b950befc. [Reporting paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### Ours (CLS-ER+ID) Final Average Accuracy (FAA): 37.57. Result ID: 69a87e5f6dbb7075b950befa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### CLS-ER Final Average Accuracy (FAA): 36.8. Result ID: 69a87e5f6dbb7075b950bef8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### Ours (SARL+ID) Final Average Accuracy (FAA): 36.45. Result ID: 69a87e5f6dbb7075b950befd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### SARL Final Average Accuracy (FAA): 36.2. Result ID: 69a87e5f6dbb7075b950befb. [Reporting paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### SCoMMER Final Average Accuracy (FAA): 35.7. Result ID: 69a87e5f6dbb7075b950bef2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### DER++ Final Average Accuracy (FAA): 33.66. Result ID: 69a87e5f6dbb7075b950bef0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### Ours (CLS-ER+ID) Final Average Accuracy (FAA): 31.17. Result ID: 69a87e5f6dbb7075b950bef9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### ER Final Average Accuracy (FAA): 28.76. Result ID: 69a87e5f6dbb7075b950bef4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### SCoMMER Final Average Accuracy (FAA): 28.56. Result ID: 69a87e5f6dbb7075b950bef1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### Ours (ER+ID) Final Average Accuracy (FAA): 26.66. Result ID: 69a87e5f6dbb7075b950bef5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### CLS-ER Final Average Accuracy (FAA): 22.37. Result ID: 69a87e5f6dbb7075b950bef7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### DER++ Final Average Accuracy (FAA): 19.36. Result ID: 69a87e5f6dbb7075b950beef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### ER Final Average Accuracy (FAA): 16.34. Result ID: 69a87e5f6dbb7075b950bef3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.