# Privacy Budget Estimation on Shuffled mechanism (n=10000, epsilon\_0=4.444) (test) Source: [Privacy Budget Estimation on Shuffled mechanism (n=10000, epsilon\_0=4.444) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:41.416Z Evaluation of Privacy Budget Estimation performance on the test split of the Shuffled mechanism dataset, characterized by n=10000 and epsilon\_0=4.444. Measured using the delta 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 | Privacy budget estimation | | Dataset (including any stated split) | Shuffled mechanism (n=10000, epsilon\_0=4.444) (test) | | Metric | Delta Score | | Unit | SCALAR | | 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 - [Delta Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Delta Score | Result date | Report paper | | --- | --- | --- | --- | | Method from \[23\] | 0.9494 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Method from \[23\] | 0.3764 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Method from \[23\] | 0.1038 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Method from \[23\] | 0.0181 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Method from \[23\] | 0.0018 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Method from \[23\] | 0.00008 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | f-DP analysis of mixture mechanisms | 0.000003 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | f-DP analysis of mixture mechanisms | 1e-7 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | f-DP analysis of mixture mechanisms | 4e-9 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | f-DP analysis of mixture mechanisms | 9e-11 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | f-DP analysis of mixture mechanisms | 2e-12 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | f-DP analysis of mixture mechanisms | 2e-14 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | ### Method from \[23\] Delta Score: 0.9494. Result ID: 698baf077a967eddb770953f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":0.5}. This record does not assert independent reproduction. ### Method from \[23\] Delta Score: 0.3764. Result ID: 698baf077a967eddb7709540. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":0.6}. This record does not assert independent reproduction. ### Method from \[23\] Delta Score: 0.1038. Result ID: 698baf077a967eddb7709541. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":0.7}. This record does not assert independent reproduction. ### Method from \[23\] Delta Score: 0.0181. Result ID: 698baf077a967eddb7709542. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":0.8}. This record does not assert independent reproduction. ### Method from \[23\] Delta Score: 0.0018. Result ID: 698baf077a967eddb7709543. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":0.9}. This record does not assert independent reproduction. ### Method from \[23\] Delta Score: 0.00008. Result ID: 698baf077a967eddb7709544. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":1}. This record does not assert independent reproduction. ### f-DP analysis of mixture mechanisms Delta Score: 0.000003. Result ID: 698baf077a967eddb7709545. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":0.5}. This record does not assert independent reproduction. ### f-DP analysis of mixture mechanisms Delta Score: 1e-7. Result ID: 698baf077a967eddb7709546. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":0.6}. This record does not assert independent reproduction. ### f-DP analysis of mixture mechanisms Delta Score: 4e-9. Result ID: 698baf077a967eddb7709547. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":0.7}. This record does not assert independent reproduction. ### f-DP analysis of mixture mechanisms Delta Score: 9e-11. Result ID: 698baf077a967eddb7709548. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":0.8}. This record does not assert independent reproduction. ### f-DP analysis of mixture mechanisms Delta Score: 2e-12. Result ID: 698baf077a967eddb7709549. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":0.9}. This record does not assert independent reproduction. ### f-DP analysis of mixture mechanisms Delta Score: 2e-14. Result ID: 698baf077a967eddb770954a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":1}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.