# Online Learning on Omniglot-MNIST-FashionMNIST (p = 0.98)

Source: [Online Learning on Omniglot-MNIST-FashionMNIST (p = 0.98)](<https://www.sota2.com/research/sota/online-learning-on-omniglot-mnist-fashionmnist-p-0-98>)

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

Data updated: 2026-02-26T05:40:07.172Z

Evaluation of Online Learning performance using the Omniglot-MNIST-FashionMNIST dataset configuration (p=0.98), focusing on metrics like cumulative online 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 Learning |
| Dataset (including any stated split) | Omniglot-MNIST-FashionMNIST (p = 0.98) |
| Metric | Cumulative Online Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Cumulative Online Accuracy](<https://www.sota2.com/research/sota/online-learning-on-omniglot-mnist-fashionmnist-p-0-98.md?metric=Cumulative%20Online%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Cumulative Online Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| sparse-C-MAML | 0.942 | Not recorded | 68fa6b171e209131cea2c19f |
| sparse-ReLU-C-MAML | 0.935 | Not recorded | 68fa6b171e209131cea2c19f |
| C-MAML | 0.928 | Not recorded | 68fa6b171e209131cea2c19f |
| MetaBGD | 0.911 | Not recorded | 68fa6b171e209131cea2c19f |
| MetaCOG | 0.88 | Not recorded | 68fa6b171e209131cea2c19f |
| BGD | 0.878 | Not recorded | 68fa6b171e209131cea2c19f |
| MAML | 0.845 | Not recorded | 68fa6b171e209131cea2c19f |
| ANIL | 0.753 | Not recorded | 68fa6b171e209131cea2c19f |
| Online Adam | 0.739 | Not recorded | 68fa6b171e209131cea2c19f |
| Fine-tuning | 0.727 | Not recorded | 68fa6b171e209131cea2c19f |

### sparse-C-MAML

Cumulative Online Accuracy: 0.942. Result ID: 698e591cffc3901de09cd550.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

[Implementation](<https://github.com/Johswald/learning_where_to_learn>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### sparse-ReLU-C-MAML

Cumulative Online Accuracy: 0.935. Result ID: 698e591cffc3901de09cd551.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

[Implementation](<https://github.com/Johswald/learning_where_to_learn>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### C-MAML

Cumulative Online Accuracy: 0.928. Result ID: 698e591cffc3901de09cd54f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69151e209131cea20148.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MetaBGD

Cumulative Online Accuracy: 0.911. Result ID: 698e591cffc3901de09cd54e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e31e209131cea0d2f4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MetaCOG

Cumulative Online Accuracy: 0.88. Result ID: 698e591cffc3901de09cd54d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e31e209131cea0d2f4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BGD

Cumulative Online Accuracy: 0.878. Result ID: 698e591cffc3901de09cd54c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf01.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MAML

Cumulative Online Accuracy: 0.845. Result ID: 698e591cffc3901de09cd54a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63861e209131ce9ff3e8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ANIL

Cumulative Online Accuracy: 0.753. Result ID: 698e591cffc3901de09cd54b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67071e209131cea13f1d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Online Adam

Cumulative Online Accuracy: 0.739. Result ID: 698e591cffc3901de09cd548.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63171e209131ce9fca0b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Fine-tuning

Cumulative Online Accuracy: 0.727. Result ID: 698e591cffc3901de09cd549.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c19f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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