# Online Class Incremental Learning on CIFAR-10 (test) Source: [Online Class Incremental Learning on CIFAR-10 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-16T06:43:46.958Z Evaluation of model performance under an Online Class-Incremental Learning setting using the CIFAR-10 test set, measured by metrics such as Average Forgetting. 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 | Online Class Incremental Learning | | Dataset (including any stated split) | CIFAR-10 (test) | | Metric | Average Forgetting | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 30 of 30 | | 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 - [Average Forgetting](): Lower is better; unit: PERCENT. ## Recorded results | Method | Average Forgetting | Result date | Report paper | | --- | --- | --- | --- | | OTC | 9.8 | Not recorded | 68fa6e1b1e209131cea3dd51 | | GSA | 10 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OCM | 11.6 | Not recorded | 68fa6e1b1e209131cea3dd51 | | GSA | 12.6 | Not recorded | 68fa6e1b1e209131cea3dd51 | | BiC+AC | 12.8 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OTC | 13.5 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OCM | 13.7 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OnPro | 14.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | BiC+AC | 16.4 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OnPro | 17.9 | Not recorded | 68fa6e1b1e209131cea3dd51 | | MOSE | 20.3 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ER | 20.9 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OTC | 23.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | BiC+AC | 23.4 | Not recorded | 68fa6e1b1e209131cea3dd51 | | GSA | 23.5 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OCM | 25.3 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OnPro | 25.9 | Not recorded | 68fa6e1b1e209131cea3dd51 | | SBS | 27.7 | Not recorded | 68fa6e1b1e209131cea3dd51 | | MOSE | 30.4 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ER | 33.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | SBS | 34.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | CoPE | 36.4 | Not recorded | 68fa6e1b1e209131cea3dd51 | | MOSE | 38.5 | Not recorded | 68fa6e1b1e209131cea3dd51 | | CoPE | 39.4 | Not recorded | 68fa6e1b1e209131cea3dd51 | | SBS | 40.1 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ER | 40.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ASER | 42 | Not recorded | 68fa6e1b1e209131cea3dd51 | | CoPE | 45.7 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ASER | 53.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ASER | 62.6 | Not recorded | 68fa6e1b1e209131cea3dd51 | ### OTC Average Forgetting: 9.8. Result ID: 69e0850b47f34ce924c92df0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"1k"}. This record does not assert independent reproduction. ### GSA Average Forgetting: 10. Result ID: 69e0850b47f34ce924c92de1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory buffer size (M)":"1k"}. This record does not assert independent reproduction. ### OCM Average Forgetting: 11.6. Result ID: 69e0850b47f34ce924c92dde. [Reporting paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"1k"}. This record does not assert independent reproduction. ### GSA Average Forgetting: 12.6. Result ID: 69e0850b47f34ce924c92de0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.5k"}. This record does not assert independent reproduction. ### BiC+AC Average Forgetting: 12.8. Result ID: 69e0850b47f34ce924c92ded. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"1k"}. This record does not assert independent reproduction. ### OTC Average Forgetting: 13.5. Result ID: 69e0850b47f34ce924c92def. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.5k"}. This record does not assert independent reproduction. ### OCM Average Forgetting: 13.7. Result ID: 69e0850b47f34ce924c92ddd. [Reporting paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.5k"}. This record does not assert independent reproduction. ### OnPro Average Forgetting: 14.2. Result ID: 69e0850b47f34ce924c92de4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"1k"}. This record does not assert independent reproduction. ### BiC+AC Average Forgetting: 16.4. Result ID: 69e0850b47f34ce924c92dec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.5k"}. This record does not assert independent reproduction. ### OnPro Average Forgetting: 17.9. Result ID: 69e0850b47f34ce924c92de3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.5k"}. This record does not assert independent reproduction. ### MOSE Average Forgetting: 20.3. Result ID: 69e0850b47f34ce924c92de7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"1k"}. This record does not assert independent reproduction. ### ER Average Forgetting: 20.9. Result ID: 69e0850b47f34ce924c92dd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"1k"}. This record does not assert independent reproduction. ### OTC Average Forgetting: 23.2. Result ID: 69e0850b47f34ce924c92dee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.2k"}. This record does not assert independent reproduction. ### BiC+AC Average Forgetting: 23.4. Result ID: 69e0850b47f34ce924c92deb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.2k"}. This record does not assert independent reproduction. ### GSA Average Forgetting: 23.5. Result ID: 69e0850b47f34ce924c92ddf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.2k"}. This record does not assert independent reproduction. ### OCM Average Forgetting: 25.3. Result ID: 69e0850b47f34ce924c92ddc. [Reporting paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.2k"}. This record does not assert independent reproduction. ### OnPro Average Forgetting: 25.9. Result ID: 69e0850b47f34ce924c92de2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.2k"}. This record does not assert independent reproduction. ### SBS Average Forgetting: 27.7. Result ID: 69e0850b47f34ce924c92dea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"1k"}. This record does not assert independent reproduction. ### MOSE Average Forgetting: 30.4. Result ID: 69e0850b47f34ce924c92de6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.5k"}. This record does not assert independent reproduction. ### ER Average Forgetting: 33.2. Result ID: 69e0850b47f34ce924c92dd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.5k"}. This record does not assert independent reproduction. ### SBS Average Forgetting: 34.2. Result ID: 69e0850b47f34ce924c92de9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.5k"}. This record does not assert independent reproduction. ### CoPE Average Forgetting: 36.4. Result ID: 69e0850b47f34ce924c92ddb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"1k"}. This record does not assert independent reproduction. ### MOSE Average Forgetting: 38.5. Result ID: 69e0850b47f34ce924c92de5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.2k"}. This record does not assert independent reproduction. ### CoPE Average Forgetting: 39.4. Result ID: 69e0850b47f34ce924c92dda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.5k"}. This record does not assert independent reproduction. ### SBS Average Forgetting: 40.1. Result ID: 69e0850b47f34ce924c92de8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.2k"}. This record does not assert independent reproduction. ### ER Average Forgetting: 40.2. Result ID: 69e0850b47f34ce924c92dd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.2k"}. This record does not assert independent reproduction. ### ASER Average Forgetting: 42. Result ID: 69e0850b47f34ce924c92dd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"1k"}. This record does not assert independent reproduction. ### CoPE Average Forgetting: 45.7. Result ID: 69e0850b47f34ce924c92dd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.2k"}. This record does not assert independent reproduction. ### ASER Average Forgetting: 53.2. Result ID: 69e0850b47f34ce924c92dd7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.5k"}. This record does not assert independent reproduction. ### ASER Average Forgetting: 62.6. Result ID: 69e0850b47f34ce924c92dd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size (M)":"0.2k"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.