{
  "dataset": "credit-g",
  "seed": 42,
  "top_k": 10,
  "top_features": [
    "checking_status",
    "duration",
    "credit_amount",
    "credit_history",
    "savings_status",
    "employment",
    "existing_credits",
    "housing",
    "installment_commitment",
    "property_magnitude"
  ],
  "n_base_features": 20,
  "n_engineered": 75,
  "TabPFN_baseline": 0.78,
  "variants": {
    "XGB_d6": {
      "auc": 0.7646428571428572,
      "fit_time": 0.039539995006634854,
      "pred_time": 0.0005366620025597513,
      "n_features": 20
    },
    "XGB_d12": {
      "auc": 0.7878571428571428,
      "fit_time": 0.04948075700667687,
      "pred_time": 0.0005641229945467785,
      "n_features": 20
    },
    "CatBoost": {
      "auc": 0.7585714285714287,
      "fit_time": 0.18742747300711926,
      "pred_time": 0.0003536019939929247,
      "n_features": 20
    },
    "LightGBM": {
      "auc": 0.748095238095238,
      "fit_time": 0.020506665998254903,
      "pred_time": 0.0008046339935390279,
      "n_features": 20
    },
    "XGB_d6_eng": {
      "auc": 0.7819047619047619,
      "fit_time": 0.0837434349959949,
      "pred_time": 0.0004491019935812801,
      "n_features": 95
    },
    "XGB_d12_eng": {
      "auc": 0.7790476190476191,
      "fit_time": 0.11016349200508557,
      "pred_time": 0.0005744829977629706,
      "n_features": 95
    },
    "CatBoost_eng": {
      "auc": 0.7851190476190476,
      "fit_time": 0.20613598900672514,
      "pred_time": 0.0007431140111293644,
      "n_features": 95
    },
    "LightGBM_eng": {
      "auc": 0.7732142857142857,
      "fit_time": 0.04271306200826075,
      "pred_time": 0.0007649940089322627,
      "n_features": 95
    }
  }
}