# Data Attribution on CIFAR-2 CIFAR-10 subset (test)

Source: [Data Attribution on CIFAR-2 CIFAR-10 subset (test)](<https://www.sota2.com/research/sota/data-attribution-on-cifar-2-cifar-10-subset-test>)

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

Data updated: 2026-02-26T05:48:06.751Z

Evaluation of data attribution methods on the test split of the CIFAR-2 CIFAR-10 subset.

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 | Data Attribution |
| Dataset (including any stated split) | CIFAR-2 CIFAR-10 subset (test) |
| Metric | LDS (%) |
| 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

- [LDS (%)](<https://www.sota2.com/research/sota/data-attribution-on-cifar-2-cifar-10-subset-test.md?metric=LDS%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | LDS (%) | Result date | Report paper |
| --- | --- | --- | --- |
| DAS | 13.79 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| DAS | 12.66 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| DTRAK | 12.18 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TRAK | 10.59 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| DTRAK | 10.17 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TRAK | 8.51 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TracIn | 8.48 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| JTRAK | 8.39 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| JTRAK | 6.03 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TracIn | 1.39 | Not recorded | 68fa7bcf1e209131cea8a9ef |

### DAS

LDS (%): 13.79. Result ID: 699ce3f85698665ec484b7a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"Yes"}. This record does not assert independent reproduction.

### DAS

LDS (%): 12.66. Result ID: 699ce3f85698665ec484b79f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"No"}. This record does not assert independent reproduction.

### DTRAK

LDS (%): 12.18. Result ID: 699ce3f85698665ec484b79e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"Yes"}. This record does not assert independent reproduction.

### TRAK

LDS (%): 10.59. Result ID: 699ce3f85698665ec484b79a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"Yes"}. This record does not assert independent reproduction.

### DTRAK

LDS (%): 10.17. Result ID: 699ce3f85698665ec484b79d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"No"}. This record does not assert independent reproduction.

### TRAK

LDS (%): 8.51. Result ID: 699ce3f85698665ec484b799.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"No"}. This record does not assert independent reproduction.

### TracIn

LDS (%): 8.48. Result ID: 699ce3f85698665ec484b798.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"Yes"}. This record does not assert independent reproduction.

### JTRAK

LDS (%): 8.39. Result ID: 699ce3f85698665ec484b79c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"Yes"}. This record does not assert independent reproduction.

### JTRAK

LDS (%): 6.03. Result ID: 699ce3f85698665ec484b79b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"No"}. This record does not assert independent reproduction.

### TracIn

LDS (%): 1.39. Result ID: 699ce3f85698665ec484b797.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a9ef.md>)

Recorded evaluation configuration: {"Weight usage (w)":"No"}. This record does not assert independent reproduction.

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