# Disclosure Risk Discrimination on ACS Census Source: [Disclosure Risk Discrimination on ACS Census]() Collection index: [llms.txt]() Data updated: 2026-06-11T06:44:56.407Z Evaluation of model performance regarding disclosure risk discrimination using the ACS Census dataset, measured by metrics such as Disclosure Risk Score (DRS) and synthetic/real data proportions. 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 | Disclosure Risk Discrimination | | Dataset (including any stated split) | ACS Census | | Metric | Proportion Real Data | | Unit | PERCENT | | 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 - [Proportion Real Data](): Higher is better; unit: PERCENT. - [Proportion Synthetic Data](): Higher is better; unit: PERCENT. - [Disclosure Risk Score (DRS)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Proportion Real Data | Result date | Report paper | | --- | --- | --- | --- | | CTGAN | 100 | Not recorded | 6a28f33c90966ade919c16eb | | CTGAN | 100 | Not recorded | 6a28f33c90966ade919c16eb | | TVAE | 100 | Not recorded | 6a28f33c90966ade919c16eb | | TVAE | 100 | Not recorded | 6a28f33c90966ade919c16eb | | Gaussian Copula | 100 | Not recorded | 6a28f33c90966ade919c16eb | | Gaussian Copula | 100 | Not recorded | 6a28f33c90966ade919c16eb | | CTGAN | 0 | Not recorded | 6a28f33c90966ade919c16eb | | CTGAN | 0 | Not recorded | 6a28f33c90966ade919c16eb | | TVAE | 0 | Not recorded | 6a28f33c90966ade919c16eb | | TVAE | 0 | Not recorded | 6a28f33c90966ade919c16eb | | Gaussian Copula | 0 | Not recorded | 6a28f33c90966ade919c16eb | | Gaussian Copula | 0 | Not recorded | 6a28f33c90966ade919c16eb | ### CTGAN Proportion Real Data: 100. Result ID: 6a2a58c2fbc373592c26c94f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Provider":"Gemini","Condition":"C1","N":"9"}. This record does not assert independent reproduction. ### CTGAN Proportion Real Data: 100. Result ID: 6a2a58c2fbc373592c26c950. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Provider":"Gemini","Condition":"C2","N":"10"}. This record does not assert independent reproduction. ### TVAE Proportion Real Data: 100. Result ID: 6a2a58c2fbc373592c26c951. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Provider":"Gemini","Condition":"C1","N":"9"}. This record does not assert independent reproduction. ### TVAE Proportion Real Data: 100. Result ID: 6a2a58c2fbc373592c26c952. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Provider":"Gemini","Condition":"C2","N":"9"}. This record does not assert independent reproduction. ### Gaussian Copula Proportion Real Data: 100. Result ID: 6a2a58c2fbc373592c26c953. [Reporting paper]() Recorded evaluation configuration: {"Provider":"Gemini","Condition":"C1","N":"8"}. This record does not assert independent reproduction. ### Gaussian Copula Proportion Real Data: 100. Result ID: 6a2a58c2fbc373592c26c954. [Reporting paper]() Recorded evaluation configuration: {"Provider":"Gemini","Condition":"C2","N":"9"}. This record does not assert independent reproduction. ### CTGAN Proportion Real Data: 0. Result ID: 6a2a58c2fbc373592c26c949. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Provider":"Groq","Condition":"C1","N":"10"}. This record does not assert independent reproduction. ### CTGAN Proportion Real Data: 0. Result ID: 6a2a58c2fbc373592c26c94a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Provider":"Groq","Condition":"C2","N":"10"}. This record does not assert independent reproduction. ### TVAE Proportion Real Data: 0. Result ID: 6a2a58c2fbc373592c26c94b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Provider":"Groq","Condition":"C1","N":"10"}. This record does not assert independent reproduction. ### TVAE Proportion Real Data: 0. Result ID: 6a2a58c2fbc373592c26c94c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Provider":"Groq","Condition":"C2","N":"10"}. This record does not assert independent reproduction. ### Gaussian Copula Proportion Real Data: 0. Result ID: 6a2a58c2fbc373592c26c94d. [Reporting paper]() Recorded evaluation configuration: {"Provider":"Groq","Condition":"C1","N":"10"}. This record does not assert independent reproduction. ### Gaussian Copula Proportion Real Data: 0. Result ID: 6a2a58c2fbc373592c26c94e. [Reporting paper]() Recorded evaluation configuration: {"Provider":"Groq","Condition":"C2","N":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.