# Continual Learning on GCIL-CIFAR-100 Longtail Source: [Continual Learning on GCIL-CIFAR-100 Longtail]() Collection index: [llms.txt]() Data updated: 2026-03-04T18:48:21.939Z Evaluation of Continual Learning performance on the GCIL-CIFAR-100 Longtail dataset, typically measured using 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 Longtail | | 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) | 56.94 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (CLS-ER+ID) | 36.75 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (ER+ID) | 35.92 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (SARL+ID) | 35.67 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (SARL+ID) | 35.04 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | SARL | 34.64 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | SARL | 34.13 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (CLS-ER+ID) | 34.08 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | SCoMMER | 32.99 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | Ours (ER+ID) | 30.04 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | SCoMMER | 28.47 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | CLS-ER | 28.35 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | CLS-ER | 28.34 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | DER++ | 27.05 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | DER++ | 25.98 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | ER | 20.02 | Not recorded | 69a66bcc2d603e6de3e3cbcc | | ER | 19.55 | Not recorded | 69a66bcc2d603e6de3e3cbcc | ### Joint (upper bound) Final Average Accuracy (FAA): 56.94. Result ID: 69a87e5f6dbb7075b950beff. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ours (CLS-ER+ID) Final Average Accuracy (FAA): 36.75. Result ID: 69a87e5f6dbb7075b950bf0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### Ours (ER+ID) Final Average Accuracy (FAA): 35.92. Result ID: 69a87e5f6dbb7075b950bf07. [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): 35.67. Result ID: 69a87e5f6dbb7075b950bf0f. [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): 35.04. Result ID: 69a87e5f6dbb7075b950bf0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### SARL Final Average Accuracy (FAA): 34.64. Result ID: 69a87e5f6dbb7075b950bf0d. [Reporting paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### SARL Final Average Accuracy (FAA): 34.13. Result ID: 69a87e5f6dbb7075b950bf0c. [Reporting paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### Ours (CLS-ER+ID) Final Average Accuracy (FAA): 34.08. Result ID: 69a87e5f6dbb7075b950bf0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### SCoMMER Final Average Accuracy (FAA): 32.99. Result ID: 69a87e5f6dbb7075b950bf03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### Ours (ER+ID) Final Average Accuracy (FAA): 30.04. Result ID: 69a87e5f6dbb7075b950bf06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### SCoMMER Final Average Accuracy (FAA): 28.47. Result ID: 69a87e5f6dbb7075b950bf02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### CLS-ER Final Average Accuracy (FAA): 28.35. Result ID: 69a87e5f6dbb7075b950bf09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### CLS-ER Final Average Accuracy (FAA): 28.34. Result ID: 69a87e5f6dbb7075b950bf08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### DER++ Final Average Accuracy (FAA): 27.05. Result ID: 69a87e5f6dbb7075b950bf00. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":"200"}. This record does not assert independent reproduction. ### DER++ Final Average Accuracy (FAA): 25.98. Result ID: 69a87e5f6dbb7075b950bf01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### ER Final Average Accuracy (FAA): 20.02. Result ID: 69a87e5f6dbb7075b950bf05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":"500"}. This record does not assert independent reproduction. ### ER Final Average Accuracy (FAA): 19.55. Result ID: 69a87e5f6dbb7075b950bf04. [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.