# On-device Training on On-device Datasets (train)

Source: [On-device Training on On-device Datasets (train)](<https://www.sota2.com/research/sota/on-device-training-on-on-device-datasets-train>)

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

Data updated: 2026-04-16T07:24:44.868Z

Evaluation of model performance during On-device Training using the training split of the On-device Datasets collection, measured by relative 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 | On-device Training |
| Dataset (including any stated split) | On-device Datasets (train) |
| Metric | Relative Accuracy |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [Relative Accuracy](<https://www.sota2.com/research/sota/on-device-training-on-on-device-datasets-train.md?metric=Relative%20Accuracy>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Relative Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MiniLearn | 2 | Not recorded | 69e06d1b7d0172140ec7cac2 |
| TinyOL | 5 | Not recorded | 69e06d1b7d0172140ec7cac2 |

### MiniLearn

Relative Accuracy: 2. Result ID: 69e08ebc47f34ce924c96f33.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d1b7d0172140ec7cac2.md>)

Recorded evaluation configuration: {"Algorithm":"Prune + FT","Depth":"Sparse","BS \> 1":"✓","Compiler":"✗"}. This record does not assert independent reproduction.

### TinyOL

Relative Accuracy: 5. Result ID: 69e08ebc47f34ce924c96f32.

[Reporting paper](<https://www.sota2.com/research/paper/69e06d1b7d0172140ec7cac2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ba1e209131cea23cb8.md>)

Recorded evaluation configuration: {"Algorithm":"Last-layer","Depth":"LP","BS \> 1":"✗","Compiler":"✗"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.