# Offline Task-Incremental Continual Learning on CIFAR-100 Sequential

Source: [Offline Task-Incremental Continual Learning on CIFAR-100 Sequential](<https://www.sota2.com/research/sota/offline-task-incremental-continual-learning-on-cifar-100-sequential>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:28:16.230Z

Evaluation of model performance under an Offline Task-Incremental Continual Learning setting using the CIFAR-100 Sequential dataset, reporting accuracy.

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 Continual Learning |
| Dataset (including any stated split) | CIFAR-100 Sequential |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Accuracy](<https://www.sota2.com/research/sota/offline-task-incremental-continual-learning-on-cifar-100-sequential.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GCR | 80.22 | Not recorded | 68fa6c591e209131cea337bf |
| DER | 78.73 | Not recorded | 68fa6c591e209131cea337bf |
| GEM | 74.93 | Not recorded | 68fa6c591e209131cea337bf |
| ER | 74.67 | Not recorded | 68fa6c591e209131cea337bf |
| DER | 71.73 | Not recorded | 68fa6c591e209131cea337bf |
| GCR | 71.64 | Not recorded | 68fa6c591e209131cea337bf |
| iCaRL | 67.95 | Not recorded | 68fa6c591e209131cea337bf |
| GSS | 66.88 | Not recorded | 68fa6c591e209131cea337bf |
| GEM | 66.31 | Not recorded | 68fa6c591e209131cea337bf |
| ER | 66.23 | Not recorded | 68fa6c591e209131cea337bf |
| GCR | 64.24 | Not recorded | 68fa6c591e209131cea337bf |
| DER | 63.09 | Not recorded | 68fa6c591e209131cea337bf |
| GSS | 60.28 | Not recorded | 68fa6c591e209131cea337bf |
| ER | 60.19 | Not recorded | 68fa6c591e209131cea337bf |
| GEM | 58.84 | Not recorded | 68fa6c591e209131cea337bf |
| iCaRL | 58.16 | Not recorded | 68fa6c591e209131cea337bf |
| GSS | 55.38 | Not recorded | 68fa6c591e209131cea337bf |
| iCaRL | 51.43 | Not recorded | 68fa6c591e209131cea337bf |

### GCR

Accuracy: 80.22. Result ID: 698f085d3a6c314849f5193c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

Recorded evaluation configuration: {"K (Memory Size)":"2000"}. This record does not assert independent reproduction.

### DER

Accuracy: 78.73. Result ID: 698f085d3a6c314849f51939.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a11e209131cea1d3e2.md>)

[Implementation](<https://github.com/aimagelab/mammoth>)

Recorded evaluation configuration: {"K (Memory Size)":"2000"}. This record does not assert independent reproduction.

### GEM

Accuracy: 74.93. Result ID: 698f085d3a6c314849f51930.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d651e209131cea39738.md>)

Recorded evaluation configuration: {"K (Memory Size)":"2000"}. This record does not assert independent reproduction.

### ER

Accuracy: 74.67. Result ID: 698f085d3a6c314849f5192d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

Recorded evaluation configuration: {"K (Memory Size)":"2000"}. This record does not assert independent reproduction.

### DER

Accuracy: 71.73. Result ID: 698f085d3a6c314849f51938.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a11e209131cea1d3e2.md>)

[Implementation](<https://github.com/aimagelab/mammoth>)

Recorded evaluation configuration: {"K (Memory Size)":"500"}. This record does not assert independent reproduction.

### GCR

Accuracy: 71.64. Result ID: 698f085d3a6c314849f5193b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

Recorded evaluation configuration: {"K (Memory Size)":"500"}. This record does not assert independent reproduction.

### iCaRL

Accuracy: 67.95. Result ID: 698f085d3a6c314849f51936.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634e1e209131ce9fded4.md>)

Recorded evaluation configuration: {"K (Memory Size)":"2000"}. This record does not assert independent reproduction.

### GSS

Accuracy: 66.88. Result ID: 698f085d3a6c314849f51933.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea1132f.md>)

Recorded evaluation configuration: {"K (Memory Size)":"2000"}. This record does not assert independent reproduction.

### GEM

Accuracy: 66.31. Result ID: 698f085d3a6c314849f5192f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d651e209131cea39738.md>)

Recorded evaluation configuration: {"K (Memory Size)":"500"}. This record does not assert independent reproduction.

### ER

Accuracy: 66.23. Result ID: 698f085d3a6c314849f5192c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

Recorded evaluation configuration: {"K (Memory Size)":"500"}. This record does not assert independent reproduction.

### GCR

Accuracy: 64.24. Result ID: 698f085d3a6c314849f5193a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

Recorded evaluation configuration: {"K (Memory Size)":"200"}. This record does not assert independent reproduction.

### DER

Accuracy: 63.09. Result ID: 698f085d3a6c314849f51937.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a11e209131cea1d3e2.md>)

[Implementation](<https://github.com/aimagelab/mammoth>)

Recorded evaluation configuration: {"K (Memory Size)":"200"}. This record does not assert independent reproduction.

### GSS

Accuracy: 60.28. Result ID: 698f085d3a6c314849f51932.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea1132f.md>)

Recorded evaluation configuration: {"K (Memory Size)":"500"}. This record does not assert independent reproduction.

### ER

Accuracy: 60.19. Result ID: 698f085d3a6c314849f5192b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

Recorded evaluation configuration: {"K (Memory Size)":"200"}. This record does not assert independent reproduction.

### GEM

Accuracy: 58.84. Result ID: 698f085d3a6c314849f5192e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d651e209131cea39738.md>)

Recorded evaluation configuration: {"K (Memory Size)":"200"}. This record does not assert independent reproduction.

### iCaRL

Accuracy: 58.16. Result ID: 698f085d3a6c314849f51935.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634e1e209131ce9fded4.md>)

Recorded evaluation configuration: {"K (Memory Size)":"500"}. This record does not assert independent reproduction.

### GSS

Accuracy: 55.38. Result ID: 698f085d3a6c314849f51931.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea1132f.md>)

Recorded evaluation configuration: {"K (Memory Size)":"200"}. This record does not assert independent reproduction.

### iCaRL

Accuracy: 51.43. Result ID: 698f085d3a6c314849f51934.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea337bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634e1e209131ce9fded4.md>)

Recorded evaluation configuration: {"K (Memory Size)":"200"}. This record does not assert independent reproduction.

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