# Model Reconstruction on Housing Source: [Model Reconstruction on Housing]() Collection index: [llms.txt]() Data updated: 2026-06-29T07:14:14.830Z Evaluation of Model Reconstruction performance on the Housing dataset, typically measured using 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) | Housing | | Metric | Fidelity | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Fidelity | Result date | Report paper | | --- | --- | --- | --- | | RECAST | 78.9 | Not recorded | 6a41fbeb206542251d7cca03 | | RECAST | 77.4 | Not recorded | 6a41fbeb206542251d7cca03 | | CCA | 71.6 | Not recorded | 6a41fbeb206542251d7cca03 | | RECAST | 71.2 | Not recorded | 6a41fbeb206542251d7cca03 | | CCA | 65.6 | Not recorded | 6a41fbeb206542251d7cca03 | | TRA | 65.4 | Not recorded | 6a41fbeb206542251d7cca03 | | CCA | 61.9 | Not recorded | 6a41fbeb206542251d7cca03 | | SAMPLES | 55.4 | Not recorded | 6a41fbeb206542251d7cca03 | | SAMPLES | 47.7 | Not recorded | 6a41fbeb206542251d7cca03 | | SAMPLES | 45.9 | Not recorded | 6a41fbeb206542251d7cca03 | ### RECAST Fidelity: 78.9. Result ID: 6a421b3dfbc373592c871e74. [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 Fidelity: 77.4. Result ID: 6a421b3dfbc373592c871e77. [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 Fidelity: 71.6. Result ID: 6a421b3dfbc373592c871e70. [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. ### RECAST Fidelity: 71.2. Result ID: 6a421b3dfbc373592c871e71. [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. ### CCA Fidelity: 65.6. Result ID: 6a421b3dfbc373592c871e73. [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. ### TRA Fidelity: 65.4. Result ID: 6a421b3dfbc373592c871e78. [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 Fidelity: 61.9. Result ID: 6a421b3dfbc373592c871e76. [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 Fidelity: 55.4. Result ID: 6a421b3dfbc373592c871e75. [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 Fidelity: 47.7. Result ID: 6a421b3dfbc373592c871e72. [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 Fidelity: 45.9. Result ID: 6a421b3dfbc373592c871e6f. [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.