# Model Reconstruction on Adult Income Source: [Model Reconstruction on Adult Income]() Collection index: [llms.txt]() Data updated: 2026-06-29T07:14:14.892Z Evaluation of model reconstruction performance on the Adult Income dataset, measured by Average fidelity. 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 | Model Reconstruction | | Dataset (including any stated split) | Adult Income | | Metric | Average Fidelity | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Average Fidelity](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Fidelity | Result date | Report paper | | --- | --- | --- | --- | | Counterfactual-Aware Wasserstein Prototypes | 96 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 2 | 94 | Not recorded | 693ba17f6cfd488761a55200 | | Counterfactual-Aware Wasserstein Prototypes | 94 | Not recorded | 693ba17f6cfd488761a55200 | | Counterfactual-Aware Wasserstein Prototypes | 93 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 2 | 92 | Not recorded | 693ba17f6cfd488761a55200 | | RECAST | 91.3 | Not recorded | 6a41fbeb206542251d7cca03 | | Baseline 1 | 91 | Not recorded | 693ba17f6cfd488761a55200 | | SAMPLES | 90.9 | Not recorded | 6a41fbeb206542251d7cca03 | | RECAST | 90.8 | Not recorded | 6a41fbeb206542251d7cca03 | | Baseline 2 | 90 | Not recorded | 693ba17f6cfd488761a55200 | | RECAST | 89.4 | Not recorded | 6a41fbeb206542251d7cca03 | | Baseline 1 | 89 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 1 | 87 | Not recorded | 693ba17f6cfd488761a55200 | | CCA | 84.3 | Not recorded | 6a41fbeb206542251d7cca03 | | TRA | 84.2 | Not recorded | 6a41fbeb206542251d7cca03 | | CCA | 82.7 | Not recorded | 6a41fbeb206542251d7cca03 | | SAMPLES | 81.9 | Not recorded | 6a41fbeb206542251d7cca03 | | CCA | 81.6 | Not recorded | 6a41fbeb206542251d7cca03 | | SAMPLES | 80.1 | Not recorded | 6a41fbeb206542251d7cca03 | ### Counterfactual-Aware Wasserstein Prototypes Average Fidelity: 96. Result ID: 69996d545698665ec4db2255. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"500"}. This record does not assert independent reproduction. ### Baseline 2 Average Fidelity: 94. Result ID: 69996d545698665ec4db2254. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"500"}. This record does not assert independent reproduction. ### Counterfactual-Aware Wasserstein Prototypes Average Fidelity: 94. Result ID: 69996d545698665ec4db2258. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"400"}. This record does not assert independent reproduction. ### Counterfactual-Aware Wasserstein Prototypes Average Fidelity: 93. Result ID: 69996d545698665ec4db225b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"300"}. This record does not assert independent reproduction. ### Baseline 2 Average Fidelity: 92. Result ID: 69996d545698665ec4db2257. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"400"}. This record does not assert independent reproduction. ### RECAST Average Fidelity: 91.3. Result ID: 6a421b3dfbc373592c871e56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LR","Query Size":"100","CF Generation Method":"MCCF"}. This record does not assert independent reproduction. ### Baseline 1 Average Fidelity: 91. Result ID: 69996d545698665ec4db2253. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"500"}. This record does not assert independent reproduction. ### SAMPLES Average Fidelity: 90.9. Result ID: 6a421b3dfbc373592c871e54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LR","Query Size":"100","CF Generation Method":"MCCF"}. This record does not assert independent reproduction. ### RECAST Average Fidelity: 90.8. Result ID: 6a421b3dfbc373592c871e53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"MLP","Query Size":"100","CF Generation Method":"MCCF"}. This record does not assert independent reproduction. ### Baseline 2 Average Fidelity: 90. Result ID: 69996d545698665ec4db225a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"300"}. This record does not assert independent reproduction. ### RECAST Average Fidelity: 89.4. Result ID: 6a421b3dfbc373592c871e59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"DT","Query Size":"100","CF Generation Method":"MCCF"}. This record does not assert independent reproduction. ### Baseline 1 Average Fidelity: 89. Result ID: 69996d545698665ec4db2256. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"400"}. This record does not assert independent reproduction. ### Baseline 1 Average Fidelity: 87. Result ID: 69996d545698665ec4db2259. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"300"}. This record does not assert independent reproduction. ### CCA Average Fidelity: 84.3. Result ID: 6a421b3dfbc373592c871e52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"MLP","Query Size":"100","CF Generation Method":"MCCF"}. This record does not assert independent reproduction. ### TRA Average Fidelity: 84.2. Result ID: 6a421b3dfbc373592c871e5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"DT","Query Size":"100","CF Generation Method":"MCCF"}. This record does not assert independent reproduction. ### CCA Average Fidelity: 82.7. Result ID: 6a421b3dfbc373592c871e58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"DT","Query Size":"100","CF Generation Method":"MCCF"}. This record does not assert independent reproduction. ### SAMPLES Average Fidelity: 81.9. Result ID: 6a421b3dfbc373592c871e57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"DT","Query Size":"100","CF Generation Method":"MCCF"}. This record does not assert independent reproduction. ### CCA Average Fidelity: 81.6. Result ID: 6a421b3dfbc373592c871e55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LR","Query Size":"100","CF Generation Method":"MCCF"}. This record does not assert independent reproduction. ### SAMPLES Average Fidelity: 80.1. Result ID: 6a421b3dfbc373592c871e51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"MLP","Query Size":"100","CF Generation Method":"MCCF"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.