# Federated Continual Learning on ImageNet-R (test)

Source: [Federated Continual Learning on ImageNet-R (test)](<https://www.sota2.com/research/sota/federated-continual-learning-on-imagenet-r-test>)

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

Data updated: 2026-06-11T09:56:25.785Z

Evaluation of Federated Continual Learning performance on the test split of the ImageNet-R dataset, focusing on communication efficiency 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 | Federated Continual Learning |
| Dataset (including any stated split) | ImageNet-R (test) |
| Metric | Communication Cost (MB) |
| Unit | SIZE |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [Communication Cost (MB)](<https://www.sota2.com/research/sota/federated-continual-learning-on-imagenet-r-test.md?metric=Communication%20Cost%20(MB)>): Lower is better; unit: SIZE.

- [Relative Communication Cost](<https://www.sota2.com/research/sota/federated-continual-learning-on-imagenet-r-test.md?metric=Relative%20Communication%20Cost>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Communication Cost (MB) | Result date | Report paper |
| --- | --- | --- | --- |
| FedRAN | 140.52 | Not recorded | 6a2a412ad33dfb23e7839373 |
| STSA | 389.18 | Not recorded | 6a2a412ad33dfb23e7839373 |
| TARGET | 4306.32 | Not recorded | 6a2a412ad33dfb23e7839373 |

### FedRAN

Communication Cost (MB): 140.52. Result ID: 6a2a863ffbc373592c2829de.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ad33dfb23e7839373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ad33dfb23e7839373.md>)

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

### STSA

Communication Cost (MB): 389.18. Result ID: 6a2a863ffbc373592c2829dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ad33dfb23e7839373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79001e209131cea7b97f.md>)

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

### TARGET

Communication Cost (MB): 4306.32. Result ID: 6a2a863ffbc373592c2829dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ad33dfb23e7839373.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a479.md>)

Recorded evaluation configuration: {"Method Type":"Optimization-based"}. This record does not assert independent reproduction.

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