# Online Continual Self-Supervised Learning on CIFAR-100 streaming online 20 experiences

Source: [Online Continual Self-Supervised Learning on CIFAR-100 streaming online 20 experiences](<https://www.sota2.com/research/sota/online-continual-self-supervised-learning-on-cifar-100-streaming-online-20-experiences>)

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

Data updated: 2026-04-14T09:41:14.025Z

Evaluation of model performance using Online Continual Self-Supervised Learning methodology on the CIFAR-100 dataset configured for streaming with 20 distinct experiences, measured by Final Accuracy and Average 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 | Online Continual Self-Supervised Learning |
| Dataset (including any stated split) | CIFAR-100 streaming online 20 experiences |
| Metric | Final Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Final Accuracy](<https://www.sota2.com/research/sota/online-continual-self-supervised-learning-on-cifar-100-streaming-online-20-experiences.md?metric=Final%20Accuracy>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/online-continual-self-supervised-learning-on-cifar-100-streaming-online-20-experiences.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Final Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SOLAR | 49.5 | Not recorded | 69ddca167d0172140ec79a08 |
| ER | 49 | Not recorded | 69ddca167d0172140ec79a08 |
| PER | 48.5 | Not recorded | 69ddca167d0172140ec79a08 |
| LARS | 47 | Not recorded | 69ddca167d0172140ec79a08 |
| CLA-R | 46.7 | Not recorded | 69ddca167d0172140ec79a08 |
| MinRed | 46.5 | Not recorded | 69ddca167d0172140ec79a08 |
| CLA-E | 45.6 | Not recorded | 69ddca167d0172140ec79a08 |
| ER | 44.4 | Not recorded | 69ddca167d0172140ec79a08 |
| SCALE | 31.9 | Not recorded | 69ddca167d0172140ec79a08 |

### SOLAR

Final Accuracy: 49.5. Result ID: 69de0af747f34ce924c5d46e.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca167d0172140ec79a08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca167d0172140ec79a08.md>)

Recorded evaluation configuration: {"BUFFER":"Deviation-Aware","DISTILL.":"X"}. This record does not assert independent reproduction.

### ER

Final Accuracy: 49. Result ID: 69de0af747f34ce924c5d467.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca167d0172140ec79a08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea120af.md>)

Recorded evaluation configuration: {"BUFFER":"FIFO","DISTILL.":"X"}. This record does not assert independent reproduction.

### PER

Final Accuracy: 48.5. Result ID: 69de0af747f34ce924c5d46a.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca167d0172140ec79a08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62481e209131ce9f8897.md>)

Recorded evaluation configuration: {"BUFFER":"PER","DISTILL.":"X"}. This record does not assert independent reproduction.

### LARS

Final Accuracy: 47. Result ID: 69de0af747f34ce924c5d469.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca167d0172140ec79a08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa687d1e209131cea1c49c.md>)

Recorded evaluation configuration: {"BUFFER":"LARS","DISTILL.":"X"}. This record does not assert independent reproduction.

### CLA-R

Final Accuracy: 46.7. Result ID: 69de0af747f34ce924c5d46d.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca167d0172140ec79a08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a0f1e209131cea80da0.md>)

Recorded evaluation configuration: {"BUFFER":"FIFO","DISTILL.":"✓"}. This record does not assert independent reproduction.

### MinRed

Final Accuracy: 46.5. Result ID: 69de0af747f34ce924c5d468.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca167d0172140ec79a08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea323b5.md>)

Recorded evaluation configuration: {"BUFFER":"MinRed","DISTILL.":"✓"}. This record does not assert independent reproduction.

### CLA-E

Final Accuracy: 45.6. Result ID: 69de0af747f34ce924c5d46c.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca167d0172140ec79a08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a0f1e209131cea80da0.md>)

Recorded evaluation configuration: {"BUFFER":"FIFO","DISTILL.":"✓"}. This record does not assert independent reproduction.

### ER

Final Accuracy: 44.4. Result ID: 69de0af747f34ce924c5d466.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca167d0172140ec79a08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea120af.md>)

Recorded evaluation configuration: {"BUFFER":"Reservoir","DISTILL.":"X"}. This record does not assert independent reproduction.

### SCALE

Final Accuracy: 31.9. Result ID: 69de0af747f34ce924c5d46b.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca167d0172140ec79a08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f021e209131cea4332d.md>)

Recorded evaluation configuration: {"BUFFER":"PSA","DISTILL.":"✓"}. This record does not assert independent reproduction.

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