# Model Reconstruction on COMPAS Source: [Model Reconstruction on COMPAS]() Collection index: [llms.txt]() Data updated: 2026-06-29T07:14:14.948Z Evaluation of Model Reconstruction performance on the COMPAS 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) | COMPAS | | Metric | Avg 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 - [Avg Fidelity](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg 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 | 94 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 1 | 92 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 2 | 92 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 1 | 90 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 2 | 90 | Not recorded | 693ba17f6cfd488761a55200 | | Baseline 1 | 88 | Not recorded | 693ba17f6cfd488761a55200 | | RECAST | 86.9 | Not recorded | 6a41fbeb206542251d7cca03 | | RECAST | 85.5 | Not recorded | 6a41fbeb206542251d7cca03 | | TRA | 82.6 | Not recorded | 6a41fbeb206542251d7cca03 | | RECAST | 82.1 | Not recorded | 6a41fbeb206542251d7cca03 | | CCA | 78.5 | Not recorded | 6a41fbeb206542251d7cca03 | | CCA | 76.5 | Not recorded | 6a41fbeb206542251d7cca03 | | CCA | 65.7 | Not recorded | 6a41fbeb206542251d7cca03 | | SAMPLES | 54.3 | Not recorded | 6a41fbeb206542251d7cca03 | | SAMPLES | 41.5 | Not recorded | 6a41fbeb206542251d7cca03 | | SAMPLES | 39.6 | Not recorded | 6a41fbeb206542251d7cca03 | ### Counterfactual-Aware Wasserstein Prototypes Avg Fidelity: 96. Result ID: 69996d545698665ec4db225e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"500"}. This record does not assert independent reproduction. ### Baseline 2 Avg Fidelity: 94. Result ID: 69996d545698665ec4db225d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"500"}. This record does not assert independent reproduction. ### Counterfactual-Aware Wasserstein Prototypes Avg Fidelity: 94. Result ID: 69996d545698665ec4db2261. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"400"}. This record does not assert independent reproduction. ### Counterfactual-Aware Wasserstein Prototypes Avg Fidelity: 94. Result ID: 69996d545698665ec4db2264. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"300"}. This record does not assert independent reproduction. ### Baseline 1 Avg Fidelity: 92. Result ID: 69996d545698665ec4db225c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"500"}. This record does not assert independent reproduction. ### Baseline 2 Avg Fidelity: 92. Result ID: 69996d545698665ec4db2260. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"400"}. This record does not assert independent reproduction. ### Baseline 1 Avg Fidelity: 90. Result ID: 69996d545698665ec4db225f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"400"}. This record does not assert independent reproduction. ### Baseline 2 Avg Fidelity: 90. Result ID: 69996d545698665ec4db2263. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"300"}. This record does not assert independent reproduction. ### Baseline 1 Avg Fidelity: 88. Result ID: 69996d545698665ec4db2262. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Query Size":"300"}. This record does not assert independent reproduction. ### RECAST Avg Fidelity: 86.9. Result ID: 6a421b3dfbc373592c871e63. [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 Avg Fidelity: 85.5. Result ID: 6a421b3dfbc373592c871e5d. [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 Avg Fidelity: 82.6. Result ID: 6a421b3dfbc373592c871e64. [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 Avg Fidelity: 82.1. Result ID: 6a421b3dfbc373592c871e60. [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 Avg Fidelity: 78.5. Result ID: 6a421b3dfbc373592c871e5f. [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 Avg Fidelity: 76.5. Result ID: 6a421b3dfbc373592c871e5c. [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 Avg Fidelity: 65.7. Result ID: 6a421b3dfbc373592c871e62. [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 Avg Fidelity: 54.3. Result ID: 6a421b3dfbc373592c871e5e. [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 Avg Fidelity: 41.5. Result ID: 6a421b3dfbc373592c871e5b. [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 Avg Fidelity: 39.6. Result ID: 6a421b3dfbc373592c871e61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"DT","Query Size":"100","CF Generation Method":"MCCF"}. 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