# Data Distribution Fidelity on Adult Source: [Data Distribution Fidelity on Adult]() Collection index: [llms.txt]() Data updated: 2026-03-11T06:52:29.434Z Evaluation of model performance concerning data distribution fidelity on the Adult dataset, typically measured using Fidelity Error. 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 | Data Distribution Fidelity | | Dataset (including any stated split) | Adult | | Metric | Fidelity Error | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [Fidelity Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | Fidelity Error | Result date | Report paper | | --- | --- | --- | --- | | AdaFedPrivSyn | 0.034 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | PrivSyn | 0.036 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn | 0.061 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | PrivSyn | 0.086 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | AdaFedPrivSyn | 0.097 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-w/o RP | 0.112 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | AdaFedPrivSyn | 0.158 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-allMarg | 0.23 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn | 0.23 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-w/o RP | 0.28 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn | 0.281 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | PrivSyn | 0.293 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-RandMarg | 0.326 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-RandMarg | 0.463 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-allMarg | 0.476 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-w/o RP | 0.542 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-RandMarg | 0.587 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-allMarg | 0.589 | Not recorded | 69b0f6ea2d603e6de3e45b9c | ### AdaFedPrivSyn Fidelity Error: 0.034. Result ID: 69b110aa6dbb7075b95ad8b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","participants (c)":"5"}. This record does not assert independent reproduction. ### PrivSyn Fidelity Error: 0.036. Result ID: 69b110aa6dbb7075b95ad8aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### FedPrivSyn Fidelity Error: 0.061. Result ID: 69b110aa6dbb7075b95ad8b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","participants (c)":"5"}. This record does not assert independent reproduction. ### PrivSyn Fidelity Error: 0.086. Result ID: 69b110aa6dbb7075b95ad8a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### AdaFedPrivSyn Fidelity Error: 0.097. Result ID: 69b110aa6dbb7075b95ad8b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","participants (c)":"5"}. This record does not assert independent reproduction. ### FedPrivSyn-w/o RP Fidelity Error: 0.112. Result ID: 69b110aa6dbb7075b95ad8b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","participants (c)":"5"}. This record does not assert independent reproduction. ### AdaFedPrivSyn Fidelity Error: 0.158. Result ID: 69b110aa6dbb7075b95ad8b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2","participants (c)":"5"}. This record does not assert independent reproduction. ### FedPrivSyn-allMarg Fidelity Error: 0.23. Result ID: 69b110aa6dbb7075b95ad8ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","participants (c)":"5","projected dimension (k)":"10"}. This record does not assert independent reproduction. ### FedPrivSyn Fidelity Error: 0.23. Result ID: 69b110aa6dbb7075b95ad8b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2","participants (c)":"5"}. This record does not assert independent reproduction. ### FedPrivSyn-w/o RP Fidelity Error: 0.28. Result ID: 69b110aa6dbb7075b95ad8b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","participants (c)":"5"}. This record does not assert independent reproduction. ### FedPrivSyn Fidelity Error: 0.281. Result ID: 69b110aa6dbb7075b95ad8b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","participants (c)":"5"}. This record does not assert independent reproduction. ### PrivSyn Fidelity Error: 0.293. Result ID: 69b110aa6dbb7075b95ad8a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2"}. This record does not assert independent reproduction. ### FedPrivSyn-RandMarg Fidelity Error: 0.326. Result ID: 69b110aa6dbb7075b95ad8b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","participants (c)":"5"}. This record does not assert independent reproduction. ### FedPrivSyn-RandMarg Fidelity Error: 0.463. Result ID: 69b110aa6dbb7075b95ad8af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","participants (c)":"5"}. This record does not assert independent reproduction. ### FedPrivSyn-allMarg Fidelity Error: 0.476. Result ID: 69b110aa6dbb7075b95ad8ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","participants (c)":"5","projected dimension (k)":"10"}. This record does not assert independent reproduction. ### FedPrivSyn-w/o RP Fidelity Error: 0.542. Result ID: 69b110aa6dbb7075b95ad8b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2","participants (c)":"5"}. This record does not assert independent reproduction. ### FedPrivSyn-RandMarg Fidelity Error: 0.587. Result ID: 69b110aa6dbb7075b95ad8ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2","participants (c)":"5"}. This record does not assert independent reproduction. ### FedPrivSyn-allMarg Fidelity Error: 0.589. Result ID: 69b110aa6dbb7075b95ad8ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2","participants (c)":"5","projected dimension (k)":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.