# Offline Class-Incremental Learning on S-Cifar-100 (test) Source: [Offline Class-Incremental Learning on S-Cifar-100 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:29.794Z Evaluation of model performance on the test split of S-Cifar-100 under an Offline Class-Incremental Learning setting, focusing on metrics like the Forgetting metric. 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 Class-Incremental Learning | | Dataset (including any stated split) | S-Cifar-100 (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 | 19.29 | Not recorded | 68fa6c591e209131cea337bf | | DER | 28.18 | Not recorded | 68fa6c591e209131cea337bf | | iCARL | 30.64 | Not recorded | 68fa6c591e209131cea337bf | | GCR | 39.2 | Not recorded | 68fa6c591e209131cea337bf | | iCARL | 40.99 | Not recorded | 68fa6c591e209131cea337bf | | iCARL | 47.2 | Not recorded | 68fa6c591e209131cea337bf | | DER | 49.07 | Not recorded | 68fa6c591e209131cea337bf | | ER | 49.12 | Not recorded | 68fa6c591e209131cea337bf | | GEM | 55.27 | Not recorded | 68fa6c591e209131cea337bf | | GCR | 57.65 | Not recorded | 68fa6c591e209131cea337bf | | DER | 62.72 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 67.42 | Not recorded | 68fa6c591e209131cea337bf | | ER | 67.96 | Not recorded | 68fa6c591e209131cea337bf | | GEM | 71.34 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 74.12 | Not recorded | 68fa6c591e209131cea337bf | | ER | 75.06 | Not recorded | 68fa6c591e209131cea337bf | | GEM | 77.4 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 77.62 | Not recorded | 68fa6c591e209131cea337bf | ### GCR Forgetting: 19.29. Result ID: 698f085d3a6c314849f518b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### DER Forgetting: 28.18. Result ID: 698f085d3a6c314849f518af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### iCARL Forgetting: 30.64. Result ID: 698f085d3a6c314849f518ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### GCR Forgetting: 39.2. Result ID: 698f085d3a6c314849f518b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### iCARL Forgetting: 40.99. Result ID: 698f085d3a6c314849f518ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### iCARL Forgetting: 47.2. Result ID: 698f085d3a6c314849f518aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### DER Forgetting: 49.07. Result ID: 698f085d3a6c314849f518ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### ER Forgetting: 49.12. Result ID: 698f085d3a6c314849f518a3. [Reporting paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### GEM Forgetting: 55.27. Result ID: 698f085d3a6c314849f518a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### GCR Forgetting: 57.65. Result ID: 698f085d3a6c314849f518b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### DER Forgetting: 62.72. Result ID: 698f085d3a6c314849f518ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### GSS Forgetting: 67.42. Result ID: 698f085d3a6c314849f518a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### ER Forgetting: 67.96. Result ID: 698f085d3a6c314849f518a2. [Reporting paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### GEM Forgetting: 71.34. Result ID: 698f085d3a6c314849f518a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### GSS Forgetting: 74.12. Result ID: 698f085d3a6c314849f518a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### ER Forgetting: 75.06. Result ID: 698f085d3a6c314849f518a1. [Reporting paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### GEM Forgetting: 77.4. Result ID: 698f085d3a6c314849f518a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### GSS Forgetting: 77.62. Result ID: 698f085d3a6c314849f518a7. [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.