# Dataset Tracking on CIFAR-10

Source: [Dataset Tracking on CIFAR-10](<https://www.sota2.com/research/sota/dataset-tracking-on-cifar-10>)

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

Data updated: 2026-06-23T08:22:15.278Z

Evaluation of model performance on CIFAR-10 focusing on Dataset Tracking metrics, including specific component scores (A 1, A 2, A 3) and Overall True Positive Rate (TPR).

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 | Dataset Tracking |
| Dataset (including any stated split) | CIFAR-10 |
| Metric | Component Score A 1 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Component Score A 1](<https://www.sota2.com/research/sota/dataset-tracking-on-cifar-10.md?metric=Component%20Score%20A%201>): Higher is better; unit: SCALAR.

- [Component Score A 2](<https://www.sota2.com/research/sota/dataset-tracking-on-cifar-10.md?metric=Component%20Score%20A%202>): Higher is better; unit: SCALAR.

- [Component Score A 3](<https://www.sota2.com/research/sota/dataset-tracking-on-cifar-10.md?metric=Component%20Score%20A%203>): Higher is better; unit: SCALAR.

- [Overall TPR](<https://www.sota2.com/research/sota/dataset-tracking-on-cifar-10.md?metric=Overall%20TPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Component Score A 1 | Result date | Report paper |
| --- | --- | --- | --- |
| DIPBox | 20 | Not recorded | 6a3a12e6206542251d7c6e1c |
| Data-use | 15 | Not recorded | 6a3a12e6206542251d7c6e1c |
| RAI² | 6 | Not recorded | 6a3a12e6206542251d7c6e1c |
| UBW | 4 | Not recorded | 6a3a12e6206542251d7c6e1c |
| EMA | 3 | Not recorded | 6a3a12e6206542251d7c6e1c |
| Radioactive | 1 | Not recorded | 6a3a12e6206542251d7c6e1c |
| DI | 1 | Not recorded | 6a3a12e6206542251d7c6e1c |

### DIPBox

Component Score A 1: 20. Result ID: 6a3a422dfbc373592c34baf2.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

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

### Data-use

Component Score A 1: 15. Result ID: 6a3a422dfbc373592c34baf1.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebbf.md>)

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

### RAI²

Component Score A 1: 6. Result ID: 6a3a422dfbc373592c34baf0.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

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

### UBW

Component Score A 1: 4. Result ID: 6a3a422dfbc373592c34baef.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eee1e209131cea42f60.md>)

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

### EMA

Component Score A 1: 3. Result ID: 6a3a422dfbc373592c34baee.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

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

### Radioactive

Component Score A 1: 1. Result ID: 6a3a422dfbc373592c34baec.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66fd1e209131cea13828.md>)

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

### DI

Component Score A 1: 1. Result ID: 6a3a422dfbc373592c34baed.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a12e6206542251d7c6e1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ca1e209131cea240c3.md>)

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

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