# Offline Task-Incremental Learning on S-Cifar-10 (test) Source: [Offline Task-Incremental Learning on S-Cifar-10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:29.813Z Evaluation of Offline Task-Incremental Learning performance on the S-Cifar-10 test set, reporting forgetting metrics. 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 | Offline Task-Incremental Learning | | Dataset (including any stated split) | S-Cifar-10 (test) | | Metric | Forgetting | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [Forgetting](): Lower is better; unit: PERCENT. ## Recorded results | Method | Forgetting | Result date | Report paper | | --- | --- | --- | --- | | GCR | 1.24 | Not recorded | 68fa6c591e209131cea337bf | | ER | 1.37 | Not recorded | 68fa6c591e209131cea337bf | | DER | 1.95 | Not recorded | 68fa6c591e209131cea337bf | | GEM | 2.95 | Not recorded | 68fa6c591e209131cea337bf | | GCR | 3.14 | Not recorded | 68fa6c591e209131cea337bf | | ER | 3.5 | Not recorded | 68fa6c591e209131cea337bf | | DER | 3.72 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 4.31 | Not recorded | 68fa6c591e209131cea337bf | | GEM | 5.6 | Not recorded | 68fa6c591e209131cea337bf | | ER | 6.07 | Not recorded | 68fa6c591e209131cea337bf | | DER | 6.08 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 6.37 | Not recorded | 68fa6c591e209131cea337bf | | GCR | 7.38 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 8.49 | Not recorded | 68fa6c591e209131cea337bf | | GEM | 9.57 | Not recorded | 68fa6c591e209131cea337bf | | iCARL | 22.61 | Not recorded | 68fa6c591e209131cea337bf | | iCARL | 24.47 | Not recorded | 68fa6c591e209131cea337bf | | iCARL | 25.34 | Not recorded | 68fa6c591e209131cea337bf | ### GCR Forgetting: 1.24. Result ID: 698f085d3a6c314849f518d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### ER Forgetting: 1.37. Result ID: 698f085d3a6c314849f518c4. [Reporting paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### DER Forgetting: 1.95. Result ID: 698f085d3a6c314849f518d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### GEM Forgetting: 2.95. Result ID: 698f085d3a6c314849f518c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### GCR Forgetting: 3.14. Result ID: 698f085d3a6c314849f518d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### ER Forgetting: 3.5. Result ID: 698f085d3a6c314849f518c3. [Reporting paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### DER Forgetting: 3.72. Result ID: 698f085d3a6c314849f518cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### GSS Forgetting: 4.31. Result ID: 698f085d3a6c314849f518ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### GEM Forgetting: 5.6. Result ID: 698f085d3a6c314849f518c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### ER Forgetting: 6.07. Result ID: 698f085d3a6c314849f518c2. [Reporting paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### DER Forgetting: 6.08. Result ID: 698f085d3a6c314849f518ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### GSS Forgetting: 6.37. Result ID: 698f085d3a6c314849f518c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### GCR Forgetting: 7.38. Result ID: 698f085d3a6c314849f518d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### GSS Forgetting: 8.49. Result ID: 698f085d3a6c314849f518c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### GEM Forgetting: 9.57. Result ID: 698f085d3a6c314849f518c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### iCARL Forgetting: 22.61. Result ID: 698f085d3a6c314849f518cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### iCARL Forgetting: 24.47. Result ID: 698f085d3a6c314849f518cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### iCARL Forgetting: 25.34. Result ID: 698f085d3a6c314849f518cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.