# Differential Privacy Mechanism Feature Comparison on General Differential Privacy Data Types

Source: [Differential Privacy Mechanism Feature Comparison on General Differential Privacy Data Types](<https://www.sota2.com/research/sota/differential-privacy-mechanism-feature-comparison-on-general-differential-privacy-data-types>)

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

Data updated: 2026-03-17T08:31:44.011Z

Evaluation comparing the structural properties, formal guarantees (epsilon/delta), and synthetic release characteristics of various Differential Privacy mechanisms.

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 | Differential Privacy Mechanism Feature Comparison |
| Dataset (including any stated split) | General Differential Privacy Data Types |
| Metric | Formal DP Guarantee Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Formal DP Guarantee Score](<https://www.sota2.com/research/sota/differential-privacy-mechanism-feature-comparison-on-general-differential-privacy-data-types.md?metric=Formal%20DP%20Guarantee%20Score>): Higher is better; unit: SCALAR.

- [Synthetic Release Capability](<https://www.sota2.com/research/sota/differential-privacy-mechanism-feature-comparison-on-general-differential-privacy-data-types.md?metric=Synthetic%20Release%20Capability>): Higher is better; unit: OTHER.

- [Entropy Calibration Status](<https://www.sota2.com/research/sota/differential-privacy-mechanism-feature-comparison-on-general-differential-privacy-data-types.md?metric=Entropy%20Calibration%20Status>): Higher is better; unit: OTHER.

- [MIA Robustness Score](<https://www.sota2.com/research/sota/differential-privacy-mechanism-feature-comparison-on-general-differential-privacy-data-types.md?metric=MIA%20Robustness%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Formal DP Guarantee Score | Result date | Report paper |
| --- | --- | --- | --- |
| REAEDP | 34 | Not recorded | 69b8dfe80636e5bf4afbe817 |

### REAEDP

Formal DP Guarantee Score: 34. Result ID: 69b9116247f34ce924a19689.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe80636e5bf4afbe817.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8dfe80636e5bf4afbe817.md>)

Recorded evaluation configuration: {"Data Type":"Histogram, tabular, RKHS"}. This record does not assert independent reproduction.

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