# Data Attribution on ImageNet

Source: [Data Attribution on ImageNet](<https://www.sota2.com/research/sota/data-attribution-on-imagenet>)

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

Data updated: 2026-02-26T05:48:06.732Z

Evaluation of Data Attribution methods on the ImageNet dataset, measured using the LDS metric.

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) | ImageNet |
| Metric | LDS |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-imagenet.md?metric=LDS>): Higher is better; unit: SCALAR.

## Recorded results

| Method | LDS | Result date | Report paper |
| --- | --- | --- | --- |
| TracIn | 23.92 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TRAK | 23.3 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TracIn | 17.63 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TRAK | 16.86 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TRAK | 16.74 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TRAK | 14.77 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TracIn | 11.39 | Not recorded | 68fa7bcf1e209131cea8a9ef |
| TracIn | 9.67 | Not recorded | 68fa7bcf1e209131cea8a9ef |

### TracIn

LDS: 23.92. Result ID: 699ce3f85698665ec484b7a2.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weighting configuration":"w"}. This record does not assert independent reproduction.

### TRAK

LDS: 23.3. Result ID: 699ce3f85698665ec484b7a6.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weighting configuration":"w"}. This record does not assert independent reproduction.

### TracIn

LDS: 17.63. Result ID: 699ce3f85698665ec484b7a4.

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

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

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Weighting configuration":"w"}. This record does not assert independent reproduction.

### TRAK

LDS: 16.86. Result ID: 699ce3f85698665ec484b7a5.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weighting configuration":"w/o w"}. This record does not assert independent reproduction.

### TRAK

LDS: 16.74. Result ID: 699ce3f85698665ec484b7a8.

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

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

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Weighting configuration":"w"}. This record does not assert independent reproduction.

### TRAK

LDS: 14.77. Result ID: 699ce3f85698665ec484b7a7.

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

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

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Weighting configuration":"w/o w"}. This record does not assert independent reproduction.

### TracIn

LDS: 11.39. Result ID: 699ce3f85698665ec484b7a1.

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

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

Recorded evaluation configuration: {"Backbone":"ResNet-18","Weighting configuration":"w/o w"}. This record does not assert independent reproduction.

### TracIn

LDS: 9.67. Result ID: 699ce3f85698665ec484b7a3.

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

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

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Weighting configuration":"w/o w"}. This record does not assert independent reproduction.

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