{ "reconstruction_thresholds": { "thresholds": { "strict": { "value": 0.055736735463142395, "expected_fpr": 0.01, "description": "99th percentile - very low false positive rate" }, "balanced": { "value": 0.039442386478185654, "expected_fpr": 0.05, "description": "95th percentile - balanced detection" }, "sensitive": { "value": 0.03894944489002228, "expected_fpr": 0.025, "description": "Mean + 2 std - sensitive detection" } }, "statistics": { "real_mean": 0.0183913204818964, "real_median": 0.015646658837795258, "real_std": 0.010279062204062939, "real_95th": 0.039442386478185654, "real_99th": 0.055736735463142395, "fake_mean": 0.3526953160762787, "fake_median": 0.34715136885643005, "separation": 19.177268981933594, "num_real_samples": 28000, "num_fake_samples": 10000 } }, "model_info": { "best_epoch": 1, "best_val_loss": 0.010239500302954443, "total_epochs": 2, "datasets": [ "CIFAR-10", "CIFAR-100", "STL-10-train", "STL-10-unlabeled" ], "training_time_minutes": 21.360870798428852 } }