# Marginal Query Answering on Adult Source: [Marginal Query Answering on Adult]() Collection index: [llms.txt]() Data updated: 2026-03-11T06:52:29.393Z Evaluation of model performance on the Adult dataset for Marginal Query Answering, measured using Query 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 | Marginal Query Answering | | Dataset (including any stated split) | Adult | | Metric | Query Error | | Unit | PERCENT | | 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 - [Query Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Query Error | Result date | Report paper | | --- | --- | --- | --- | | PrivSyn | 0.3 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | PrivSyn | 0.4 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn | 0.5 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | AdaFedPrivSyn | 0.6 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-w/o RP | 0.7 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | AdaFedPrivSyn | 0.9 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | PrivSyn | 1.1 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-allMarg | 1.6 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | AdaFedPrivSyn | 1.7 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-w/o RP | 1.8 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn | 1.8 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn | 1.8 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-RandMarg | 2.2 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-allMarg | 3.1 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-allMarg | 3.5 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-RandMarg | 3.5 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-w/o RP | 3.5 | Not recorded | 69b0f6ea2d603e6de3e45b9c | | FedPrivSyn-RandMarg | 4.3 | Not recorded | 69b0f6ea2d603e6de3e45b9c | ### PrivSyn Query Error: 0.3. Result ID: 69b110aa6dbb7075b95ad898. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5"}. This record does not assert independent reproduction. ### PrivSyn Query Error: 0.4. Result ID: 69b110aa6dbb7075b95ad897. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1"}. This record does not assert independent reproduction. ### FedPrivSyn Query Error: 0.5. Result ID: 69b110aa6dbb7075b95ad8a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### AdaFedPrivSyn Query Error: 0.6. Result ID: 69b110aa6dbb7075b95ad8a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### FedPrivSyn-w/o RP Query Error: 0.7. Result ID: 69b110aa6dbb7075b95ad8a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### AdaFedPrivSyn Query Error: 0.9. Result ID: 69b110aa6dbb7075b95ad8a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### PrivSyn Query Error: 1.1. Result ID: 69b110aa6dbb7075b95ad896. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2"}. This record does not assert independent reproduction. ### FedPrivSyn-allMarg Query Error: 1.6. Result ID: 69b110aa6dbb7075b95ad89b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### AdaFedPrivSyn Query Error: 1.7. Result ID: 69b110aa6dbb7075b95ad8a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### FedPrivSyn-w/o RP Query Error: 1.8. Result ID: 69b110aa6dbb7075b95ad8a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### FedPrivSyn Query Error: 1.8. Result ID: 69b110aa6dbb7075b95ad8a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### FedPrivSyn Query Error: 1.8. Result ID: 69b110aa6dbb7075b95ad8a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### FedPrivSyn-RandMarg Query Error: 2.2. Result ID: 69b110aa6dbb7075b95ad89e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"5","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### FedPrivSyn-allMarg Query Error: 3.1. Result ID: 69b110aa6dbb7075b95ad89a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### FedPrivSyn-allMarg Query Error: 3.5. Result ID: 69b110aa6dbb7075b95ad899. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### FedPrivSyn-RandMarg Query Error: 3.5. Result ID: 69b110aa6dbb7075b95ad89d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### FedPrivSyn-w/o RP Query Error: 3.5. Result ID: 69b110aa6dbb7075b95ad89f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. ### FedPrivSyn-RandMarg Query Error: 4.3. Result ID: 69b110aa6dbb7075b95ad89c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0.2","participants (c)":"5","projected dimension (k)":"10","budget for 2-way marginals":"80%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.