# Controllability Robustness Prediction on DDG

Source: [Controllability Robustness Prediction on DDG](<https://www.sota2.com/research/sota/controllability-robustness-prediction-on-ddg>)

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

Data updated: 2026-03-04T17:17:41.399Z

Evaluation of model controllability robustness prediction performance on the DDG dataset, reporting metrics such as error rate (er) and sigma.

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 | Controllability Robustness Prediction |
| Dataset (including any stated split) | DDG |
| Metric | Error Rate (er) |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [Error Rate (er)](<https://www.sota2.com/research/sota/controllability-robustness-prediction-on-ddg.md?metric=Error%20Rate%20(er)>): Lower is better; unit: PERCENT.

- [Sigma](<https://www.sota2.com/research/sota/controllability-robustness-prediction-on-ddg.md?metric=Sigma>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Error Rate (er) | Result date | Report paper |
| --- | --- | --- | --- |
| NCR-HoK | 0.5 | Not recorded | 69a7bc6b2d603e6de3e3d324 |
| CRL-SGNN | 3.3 | Not recorded | 69a7bc6b2d603e6de3e3d324 |
| iPCR | 3.9 | Not recorded | 69a7bc6b2d603e6de3e3d324 |
| PCR | 5.3 | Not recorded | 69a7bc6b2d603e6de3e3d324 |

### NCR-HoK

Error Rate (er): 0.5. Result ID: 69a869256dbb7075b9503429.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d324.md>)

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

### CRL-SGNN

Error Rate (er): 3.3. Result ID: 69a869256dbb7075b9503428.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d324.md>)

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

### iPCR

Error Rate (er): 3.9. Result ID: 69a869256dbb7075b9503427.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa42ba1e209131ce904a46.md>)

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

### PCR

Error Rate (er): 5.3. Result ID: 69a869256dbb7075b9503426.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc6b2d603e6de3e3d324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea35882.md>)

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

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