# Offline Class-Incremental Learning on S-Cifar-10 (test) Source: [Offline Class-Incremental Learning on S-Cifar-10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:30.089Z Evaluation of Offline Class-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 Class-Incremental Learning | | Dataset (including any stated split) | S-Cifar-10 (test) | | Metric | Forgetting Rate | | 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 Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | Forgetting Rate | Result date | Report paper | | --- | --- | --- | --- | | GCR | 8.23 | Not recorded | 68fa6c591e209131cea337bf | | DER | 12.92 | Not recorded | 68fa6c591e209131cea337bf | | GCR | 19.27 | Not recorded | 68fa6c591e209131cea337bf | | iCARL | 21.91 | Not recorded | 68fa6c591e209131cea337bf | | iCARL | 23.52 | Not recorded | 68fa6c591e209131cea337bf | | ER | 23.85 | Not recorded | 68fa6c591e209131cea337bf | | DER | 24.02 | Not recorded | 68fa6c591e209131cea337bf | | iCARL | 28.2 | Not recorded | 68fa6c591e209131cea337bf | | GCR | 32.75 | Not recorded | 68fa6c591e209131cea337bf | | DER | 35.79 | Not recorded | 68fa6c591e209131cea337bf | | ER | 43.22 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 44.59 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 59.18 | Not recorded | 68fa6c591e209131cea337bf | | ER | 59.3 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 72.48 | Not recorded | 68fa6c591e209131cea337bf | | GEM | 78.93 | Not recorded | 68fa6c591e209131cea337bf | | GEM | 80.36 | Not recorded | 68fa6c591e209131cea337bf | | GEM | 82.33 | Not recorded | 68fa6c591e209131cea337bf | ### GCR Forgetting Rate: 8.23. Result ID: 698f085d3a6c314849f518a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### DER Forgetting Rate: 12.92. Result ID: 698f085d3a6c314849f5189d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### GCR Forgetting Rate: 19.27. Result ID: 698f085d3a6c314849f5189f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### iCARL Forgetting Rate: 21.91. Result ID: 698f085d3a6c314849f5189a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### iCARL Forgetting Rate: 23.52. Result ID: 698f085d3a6c314849f51898. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### ER Forgetting Rate: 23.85. Result ID: 698f085d3a6c314849f51891. [Reporting paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### DER Forgetting Rate: 24.02. Result ID: 698f085d3a6c314849f5189c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### iCARL Forgetting Rate: 28.2. Result ID: 698f085d3a6c314849f51899. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### GCR Forgetting Rate: 32.75. Result ID: 698f085d3a6c314849f5189e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### DER Forgetting Rate: 35.79. Result ID: 698f085d3a6c314849f5189b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### ER Forgetting Rate: 43.22. Result ID: 698f085d3a6c314849f51890. [Reporting paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### GSS Forgetting Rate: 44.59. Result ID: 698f085d3a6c314849f51897. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. ### GSS Forgetting Rate: 59.18. Result ID: 698f085d3a6c314849f51896. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### ER Forgetting Rate: 59.3. Result ID: 698f085d3a6c314849f5188f. [Reporting paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### GSS Forgetting Rate: 72.48. Result ID: 698f085d3a6c314849f51895. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### GEM Forgetting Rate: 78.93. Result ID: 698f085d3a6c314849f51893. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":500}. This record does not assert independent reproduction. ### GEM Forgetting Rate: 80.36. Result ID: 698f085d3a6c314849f51892. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":200}. This record does not assert independent reproduction. ### GEM Forgetting Rate: 82.33. Result ID: 698f085d3a6c314849f51894. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Replay Buffer Size (K)":2000}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.