# Model Reconstruction on HELOC Source: [Model Reconstruction on HELOC]() Collection index: [llms.txt]() Data updated: 2026-06-29T07:14:14.917Z Evaluation of Model Reconstruction performance on the HELOC dataset, typically measured using 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) | HELOC | | 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 | 95 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 2 | 93 | Not recorded | 693ba17f6cfd488761a55200 | | Counterfactual-Aware Wasserstein Prototypes | 93 | Not recorded | 693ba17f6cfd488761a55200 | | Counterfactual-Aware Wasserstein Prototypes | 93 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 1 | 91 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 2 | 91 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 1 | 89 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 2 | 89 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 1 | 87 | Not recorded | 693ba17f6cfd488761a55200 | | RECAST | 79.8 | Not recorded | 6a41fbeb206542251d7cca03 | | RECAST | 77.2 | Not recorded | 6a41fbeb206542251d7cca03 | | CCA | 70.2 | Not recorded | 6a41fbeb206542251d7cca03 | | TRA | 70.2 | Not recorded | 6a41fbeb206542251d7cca03 | | RECAST | 69.6 | Not recorded | 6a41fbeb206542251d7cca03 | | CCA | 67 | Not recorded | 6a41fbeb206542251d7cca03 | | CCA | 64.4 | Not recorded | 6a41fbeb206542251d7cca03 | | SAMPLES | 62 | Not recorded | 6a41fbeb206542251d7cca03 | | SAMPLES | 55.1 | Not recorded | 6a41fbeb206542251d7cca03 | | SAMPLES | 42.7 | Not recorded | 6a41fbeb206542251d7cca03 | ### Counterfactual-Aware Wasserstein Prototypes Average Fidelity: 95. Result ID: 69996d545698665ec4db2270. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"500"}. This record does not assert independent reproduction. ### Baseline 2 Average Fidelity: 93. Result ID: 69996d545698665ec4db226f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"500"}. This record does not assert independent reproduction. ### Counterfactual-Aware Wasserstein Prototypes Average Fidelity: 93. Result ID: 69996d545698665ec4db2273. [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: 69996d545698665ec4db2276. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"300"}. This record does not assert independent reproduction. ### Baseline 1 Average Fidelity: 91. Result ID: 69996d545698665ec4db226e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"500"}. This record does not assert independent reproduction. ### Baseline 2 Average Fidelity: 91. Result ID: 69996d545698665ec4db2272. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"400"}. This record does not assert independent reproduction. ### Baseline 1 Average Fidelity: 89. Result ID: 69996d545698665ec4db2271. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"400"}. This record does not assert independent reproduction. ### Baseline 2 Average Fidelity: 89. Result ID: 69996d545698665ec4db2275. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"300"}. This record does not assert independent reproduction. ### Baseline 1 Average Fidelity: 87. Result ID: 69996d545698665ec4db2274. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"300"}. This record does not assert independent reproduction. ### RECAST Average Fidelity: 79.8. Result ID: 6a421b3dfbc373592c871e6a. [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: 77.2. Result ID: 6a421b3dfbc373592c871e6d. [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: 70.2. Result ID: 6a421b3dfbc373592c871e6c. [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. ### TRA Average Fidelity: 70.2. Result ID: 6a421b3dfbc373592c871e6e. [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. ### RECAST Average Fidelity: 69.6. Result ID: 6a421b3dfbc373592c871e67. [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 Average Fidelity: 67. Result ID: 6a421b3dfbc373592c871e69. [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. ### CCA Average Fidelity: 64.4. Result ID: 6a421b3dfbc373592c871e66. [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. ### SAMPLES Average Fidelity: 62. Result ID: 6a421b3dfbc373592c871e6b. [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: 55.1. Result ID: 6a421b3dfbc373592c871e68. [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: 42.7. Result ID: 6a421b3dfbc373592c871e65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"MLP","Query Size":"100","CF Generation Method":"MCCF"}. 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