# Credit Risk Prediction on German Credit (test)

Source: [Credit Risk Prediction on German Credit (test)](<https://www.sota2.com/research/sota/credit-risk-prediction-on-german-credit-test>)

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

Data updated: 2026-02-26T05:39:15.359Z

Evaluation of credit risk prediction performance, including standard accuracy and defense success rate, on the test split of the German Credit dataset.

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 | Credit Risk Prediction |
| Dataset (including any stated split) | German Credit (test) |
| Metric | Clean Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 31 of 31 |
| 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

- [Clean Accuracy](<https://www.sota2.com/research/sota/credit-risk-prediction-on-german-credit-test.md?metric=Clean%20Accuracy>): Higher is better; unit: PERCENT.

- [Defense Success Rate](<https://www.sota2.com/research/sota/credit-risk-prediction-on-german-credit-test.md?metric=Defense%20Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Clean Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Std. Training | 69.7 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MDtarget | 69.7 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MD | 69.6 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| Uniform-δ | 69 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-SHAP | 68.3 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-Pearson | 68.3 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| Uniform-δ | 67.7 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-SHAP | 67.1 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-Pearson | 66.8 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MD | 66.7 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MDtarget | 66.7 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| Uniform-δ | 66.7 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MD | 66.5 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-SHAP | 66.5 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MD | 66.4 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MDtarget | 66.3 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MD | 66.3 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| Uniform-δ | 66.2 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| Uniform-δ | 66.1 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-Pearson | 66 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MDtarget | 66 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-Pearson | 65.9 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-SHAP | 65.8 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-SHAP | 65.8 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-Pearson | 65.6 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MDtarget | 65.6 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| Uniform-δ | 65.3 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MDtarget | 65 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-MD | 64.9 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-SHAP | 64.5 | Not recorded | 68fa6b2c1e209131cea2c8a7 |
| NU-δ-Pearson | 64.3 | Not recorded | 68fa6b2c1e209131cea2c8a7 |

### Std. Training

Clean Accuracy: 69.7. Result ID: 698e65ecffc3901de09d40e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

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

### NU-δ-MDtarget

Clean Accuracy: 69.7. Result ID: 698e65ecffc3901de09d40e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.01}. This record does not assert independent reproduction.

### NU-δ-MD

Clean Accuracy: 69.6. Result ID: 698e65ecffc3901de09d40e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.01}. This record does not assert independent reproduction.

### Uniform-δ

Clean Accuracy: 69. Result ID: 698e65ecffc3901de09d40e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.01}. This record does not assert independent reproduction.

### NU-δ-SHAP

Clean Accuracy: 68.3. Result ID: 698e65ecffc3901de09d40e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.01}. This record does not assert independent reproduction.

### NU-δ-Pearson

Clean Accuracy: 68.3. Result ID: 698e65ecffc3901de09d40e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.01}. This record does not assert independent reproduction.

### Uniform-δ

Clean Accuracy: 67.7. Result ID: 698e65ecffc3901de09d40e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.1}. This record does not assert independent reproduction.

### NU-δ-SHAP

Clean Accuracy: 67.1. Result ID: 698e65ecffc3901de09d40e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.1}. This record does not assert independent reproduction.

### NU-δ-Pearson

Clean Accuracy: 66.8. Result ID: 698e65ecffc3901de09d40ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.1}. This record does not assert independent reproduction.

### NU-δ-MD

Clean Accuracy: 66.7. Result ID: 698e65ecffc3901de09d40eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.1}. This record does not assert independent reproduction.

### NU-δ-MDtarget

Clean Accuracy: 66.7. Result ID: 698e65ecffc3901de09d40ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.1}. This record does not assert independent reproduction.

### Uniform-δ

Clean Accuracy: 66.7. Result ID: 698e65ecffc3901de09d40ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.3}. This record does not assert independent reproduction.

### NU-δ-MD

Clean Accuracy: 66.5. Result ID: 698e65ecffc3901de09d40f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.3}. This record does not assert independent reproduction.

### NU-δ-SHAP

Clean Accuracy: 66.5. Result ID: 698e65ecffc3901de09d40f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.5}. This record does not assert independent reproduction.

### NU-δ-MD

Clean Accuracy: 66.4. Result ID: 698e65ecffc3901de09d40fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.7}. This record does not assert independent reproduction.

### NU-δ-MDtarget

Clean Accuracy: 66.3. Result ID: 698e65ecffc3901de09d40f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.3}. This record does not assert independent reproduction.

### NU-δ-MD

Clean Accuracy: 66.3. Result ID: 698e65ecffc3901de09d40f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.5}. This record does not assert independent reproduction.

### Uniform-δ

Clean Accuracy: 66.2. Result ID: 698e65ecffc3901de09d40f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.5}. This record does not assert independent reproduction.

### Uniform-δ

Clean Accuracy: 66.1. Result ID: 698e65ecffc3901de09d40f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.7}. This record does not assert independent reproduction.

### NU-δ-Pearson

Clean Accuracy: 66. Result ID: 698e65ecffc3901de09d40ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.3}. This record does not assert independent reproduction.

### NU-δ-MDtarget

Clean Accuracy: 66. Result ID: 698e65ecffc3901de09d40f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.5}. This record does not assert independent reproduction.

### NU-δ-Pearson

Clean Accuracy: 65.9. Result ID: 698e65ecffc3901de09d40f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.5}. This record does not assert independent reproduction.

### NU-δ-SHAP

Clean Accuracy: 65.8. Result ID: 698e65ecffc3901de09d40ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.3}. This record does not assert independent reproduction.

### NU-δ-SHAP

Clean Accuracy: 65.8. Result ID: 698e65ecffc3901de09d40f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.7}. This record does not assert independent reproduction.

### NU-δ-Pearson

Clean Accuracy: 65.6. Result ID: 698e65ecffc3901de09d40f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.7}. This record does not assert independent reproduction.

### NU-δ-MDtarget

Clean Accuracy: 65.6. Result ID: 698e65ecffc3901de09d40fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":0.7}. This record does not assert independent reproduction.

### Uniform-δ

Clean Accuracy: 65.3. Result ID: 698e65ecffc3901de09d40fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":1}. This record does not assert independent reproduction.

### NU-δ-MDtarget

Clean Accuracy: 65. Result ID: 698e65ecffc3901de09d4100.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":1}. This record does not assert independent reproduction.

### NU-δ-MD

Clean Accuracy: 64.9. Result ID: 698e65ecffc3901de09d40ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":1}. This record does not assert independent reproduction.

### NU-δ-SHAP

Clean Accuracy: 64.5. Result ID: 698e65ecffc3901de09d40fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":1}. This record does not assert independent reproduction.

### NU-δ-Pearson

Clean Accuracy: 64.3. Result ID: 698e65ecffc3901de09d40fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2c1e209131cea2c8a7.md>)

[Implementation](<https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations>)

Recorded evaluation configuration: {"\|\|δ\|\|2":1}. This record does not assert independent reproduction.

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