# Privacy Budget Estimation on Shuffled Mechanisms n=10000, ε0=4.444 Source: [Privacy Budget Estimation on Shuffled Mechanisms n=10000, ε0=4.444]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:58.845Z Evaluation of algorithms for estimating the privacy budget (epsilon) on the Shuffled Mechanisms dataset configuration (n=10000, ε0=4.444). 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 Mechanisms n=10000, ε0=4.444 | | Metric | Privacy Budget (Epsilon) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [Privacy Budget (Epsilon)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Privacy Budget (Epsilon) | Result date | Report paper | | --- | --- | --- | --- | | Numerical ε lower bound | 0.369 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | f-DP analysis of mixture mechanisms | 0.4 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Numerical ε lower bound | 0.47 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | f-DP analysis of mixture mechanisms | 0.5 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Numerical ε lower bound | 0.575 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | f-DP analysis of mixture mechanisms | 0.6 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Numerical ε lower bound | 0.664 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | f-DP analysis of mixture mechanisms | 0.7 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Numerical ε lower bound | 0.758 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | f-DP analysis of mixture mechanisms | 0.8 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Numerical ε upper bound | 1.014 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Numerical ε upper bound | 1.085 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Numerical ε upper bound | 4.444 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Numerical ε upper bound | 4.444 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | | Numerical ε upper bound | 4.444 | Not recorded | 68fa5b0a1e209131ce9c4bb1 | ### Numerical ε lower bound Privacy Budget (Epsilon): 0.369. Result ID: 698baf077a967eddb770954d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"5 x 10^-5","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### f-DP analysis of mixture mechanisms Privacy Budget (Epsilon): 0.4. Result ID: 698baf077a967eddb770954b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"5 x 10^-5","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### Numerical ε lower bound Privacy Budget (Epsilon): 0.47. Result ID: 698baf077a967eddb7709550. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"3 x 10^-6","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### f-DP analysis of mixture mechanisms Privacy Budget (Epsilon): 0.5. Result ID: 698baf077a967eddb770954e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"3 x 10^-6","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### Numerical ε lower bound Privacy Budget (Epsilon): 0.575. Result ID: 698baf077a967eddb7709553. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"10^-7","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### f-DP analysis of mixture mechanisms Privacy Budget (Epsilon): 0.6. Result ID: 698baf077a967eddb7709551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"10^-7","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### Numerical ε lower bound Privacy Budget (Epsilon): 0.664. Result ID: 698baf077a967eddb7709556. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"4 x 10^-9","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### f-DP analysis of mixture mechanisms Privacy Budget (Epsilon): 0.7. Result ID: 698baf077a967eddb7709554. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"4 x 10^-9","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### Numerical ε lower bound Privacy Budget (Epsilon): 0.758. Result ID: 698baf077a967eddb7709559. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"9 x 10^-11","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### f-DP analysis of mixture mechanisms Privacy Budget (Epsilon): 0.8. Result ID: 698baf077a967eddb7709557. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"9 x 10^-11","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### Numerical ε upper bound Privacy Budget (Epsilon): 1.014. Result ID: 698baf077a967eddb770954c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"5 x 10^-5","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### Numerical ε upper bound Privacy Budget (Epsilon): 1.085. Result ID: 698baf077a967eddb770954f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"3 x 10^-6","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### Numerical ε upper bound Privacy Budget (Epsilon): 4.444. Result ID: 698baf077a967eddb7709552. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"10^-7","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### Numerical ε upper bound Privacy Budget (Epsilon): 4.444. Result ID: 698baf077a967eddb7709555. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"4 x 10^-9","n":10000,"ε0":4.444}. This record does not assert independent reproduction. ### Numerical ε upper bound Privacy Budget (Epsilon): 4.444. Result ID: 698baf077a967eddb7709558. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"δ":"9 x 10^-11","n":10000,"ε0":4.444}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.