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"mean_risk_score": 0.63460538, "parameters": { "beneficiary_age_minutes": 14400, "between_split_minutes": 180, "fanout_count": 2, "fanout_delay_minutes": 60, "mule_account_age_days": 365, "split_count": 1, "start_hour": 19, "total_amount_paise": 700000, "use_new_device": false, "warmup_amount_paise": 1000, "warmup_count": 1 }, "valid": true } ] }, "summary": { "baseline_attack_detected": true, "claim": "Training-only adversarial hardening evaluated on a disjoint population seed", "detector_decision_point": "pre_authorization", "evasion_found": true, "heldout_event_recall_after": 1.0, "heldout_event_recall_before": 0.361111, "heldout_recall_after": 1.0, "heldout_recall_before": 0.361111, "heldout_recall_delta": 0.638889, "heldout_scenario_detection_rate_after": 1.0, "heldout_scenario_detection_rate_before": 0.166667, "matched_control_baseline_interrupted": false, "matched_control_baseline_max_score": 0.08768154, "matched_control_hardened_interrupted": false, "matched_control_hardened_max_score": 0.10866496, "matched_control_present": true, "monetary_unit": "integer_paise", "red_feedback_mode": "binary_allow_or_block" } }