# Identifying shifted features on SUPPORT2 Dense Simulation (AUC)

Source: [Identifying shifted features on SUPPORT2 Dense Simulation (AUC)](<https://www.sota2.com/research/sota/identifying-shifted-features-on-support2-dense-simulation-auc>)

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

Data updated: 2026-05-29T07:32:40.937Z

Evaluation of model performance on the SUPPORT2 Dense Simulation dataset for identifying shifted features, measured using AUC.

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 | Identifying shifted features |
| Dataset (including any stated split) | SUPPORT2 Dense Simulation |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [AUC](<https://www.sota2.com/research/sota/identifying-shifted-features-on-support2-dense-simulation-auc.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| SGShift-K | 92 | Not recorded | 68fa78df1e209131cea7af15 |
| SGShift-K | 92 | Not recorded | 68fa78df1e209131cea7af15 |
| SGShift | 89 | Not recorded | 68fa78df1e209131cea7af15 |
| SGShift-A | 89 | Not recorded | 68fa78df1e209131cea7af15 |
| SGShift-A | 89 | Not recorded | 68fa78df1e209131cea7af15 |
| SGShift | 88 | Not recorded | 68fa78df1e209131cea7af15 |
| Diff | 73 | Not recorded | 68fa78df1e209131cea7af15 |
| SHAP | 70 | Not recorded | 68fa78df1e209131cea7af15 |
| Diff | 62 | Not recorded | 68fa78df1e209131cea7af15 |
| SHAP | 62 | Not recorded | 68fa78df1e209131cea7af15 |
| WhyShift | 60 | Not recorded | 68fa78df1e209131cea7af15 |
| WhyShift | 56 | Not recorded | 68fa78df1e209131cea7af15 |

### SGShift-K

AUC: 92. Result ID: 6a193fb2fbc373592c13312a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

Recorded evaluation configuration: {"Model Match":"Matched"}. This record does not assert independent reproduction.

### SGShift-K

AUC: 92. Result ID: 6a193fb2fbc373592c133130.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

Recorded evaluation configuration: {"Model Match":"Mismatched"}. This record does not assert independent reproduction.

### SGShift

AUC: 89. Result ID: 6a193fb2fbc373592c133128.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

Recorded evaluation configuration: {"Model Match":"Matched"}. This record does not assert independent reproduction.

### SGShift-A

AUC: 89. Result ID: 6a193fb2fbc373592c133129.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

Recorded evaluation configuration: {"Model Match":"Matched"}. This record does not assert independent reproduction.

### SGShift-A

AUC: 89. Result ID: 6a193fb2fbc373592c13312f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

Recorded evaluation configuration: {"Model Match":"Mismatched"}. This record does not assert independent reproduction.

### SGShift

AUC: 88. Result ID: 6a193fb2fbc373592c13312e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

Recorded evaluation configuration: {"Model Match":"Mismatched"}. This record does not assert independent reproduction.

### Diff

AUC: 73. Result ID: 6a193fb2fbc373592c13312b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

Recorded evaluation configuration: {"Model Match":"Mismatched"}. This record does not assert independent reproduction.

### SHAP

AUC: 70. Result ID: 6a193fb2fbc373592c13312d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b648.md>)

Recorded evaluation configuration: {"Model Match":"Mismatched"}. This record does not assert independent reproduction.

### Diff

AUC: 62. Result ID: 6a193fb2fbc373592c133125.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

Recorded evaluation configuration: {"Model Match":"Matched"}. This record does not assert independent reproduction.

### SHAP

AUC: 62. Result ID: 6a193fb2fbc373592c133127.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b648.md>)

Recorded evaluation configuration: {"Model Match":"Matched"}. This record does not assert independent reproduction.

### WhyShift

AUC: 60. Result ID: 6a193fb2fbc373592c13312c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

Recorded evaluation configuration: {"Model Match":"Mismatched"}. This record does not assert independent reproduction.

### WhyShift

AUC: 56. Result ID: 6a193fb2fbc373592c133126.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78df1e209131cea7af15.md>)

Recorded evaluation configuration: {"Model Match":"Matched"}. This record does not assert independent reproduction.

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