Initial release: XGBoost + MLP for SOC alert triage outcome classification, with structural-leakage and unlearnable-target diagnostic
001717c verified | { | |
| "feature_names": [ | |
| "raw_score", | |
| "enriched_score", | |
| "time_in_phase_minutes", | |
| "queue_depth_at_ingestion", | |
| "soar_playbook_triggered", | |
| "sla_breached_flag", | |
| "mttd_minutes", | |
| "mttr_minutes", | |
| "fatigue_score_at_alert", | |
| "enrichment_lift", | |
| "log_mttr", | |
| "log_mttd", | |
| "queue_pressure", | |
| "enrichment_per_minute", | |
| "is_high_confidence", | |
| "alert_severity_critical_confirmed", | |
| "alert_severity_duplicate_suppressed", | |
| "alert_severity_false_positive", | |
| "alert_severity_high_severity", | |
| "alert_severity_informational", | |
| "alert_severity_low_severity", | |
| "alert_severity_medium_severity", | |
| "alert_source_cspm_cloud_rule", | |
| "alert_source_edr_behavioural_engine", | |
| "alert_source_honeypot_trigger", | |
| "alert_source_itdr_identity_anomaly", | |
| "alert_source_nids_signature", | |
| "alert_source_siem_correlation_rule", | |
| "alert_source_threat_intel_ioc_match", | |
| "alert_source_ueba_user_anomaly", | |
| "mitre_tactic_collection", | |
| "mitre_tactic_command_and_control", | |
| "mitre_tactic_credential_access", | |
| "mitre_tactic_defense_evasion", | |
| "mitre_tactic_discovery", | |
| "mitre_tactic_execution", | |
| "mitre_tactic_exfiltration", | |
| "mitre_tactic_impact", | |
| "mitre_tactic_initial_access", | |
| "mitre_tactic_lateral_movement", | |
| "mitre_tactic_persistence", | |
| "mitre_tactic_privilege_escalation", | |
| "analyst_tier_L1_junior", | |
| "analyst_tier_L2_senior", | |
| "analyst_tier_L3_threat_hunter", | |
| "siem_platform_chronicle_google", | |
| "siem_platform_elastic_siem", | |
| "siem_platform_exabeam_fusion", | |
| "siem_platform_ibm_qradar", | |
| "siem_platform_logrhythm_axon", | |
| "siem_platform_microsoft_sentinel", | |
| "siem_platform_splunk_enterprise", | |
| "siem_platform_sumo_logic" | |
| ], | |
| "numeric_features": [ | |
| "raw_score", | |
| "enriched_score", | |
| "time_in_phase_minutes", | |
| "queue_depth_at_ingestion", | |
| "soar_playbook_triggered", | |
| "sla_breached_flag", | |
| "mttd_minutes", | |
| "mttr_minutes", | |
| "fatigue_score_at_alert", | |
| "enrichment_lift", | |
| "log_mttr", | |
| "log_mttd", | |
| "queue_pressure", | |
| "enrichment_per_minute", | |
| "is_high_confidence" | |
| ], | |
| "categorical_levels": { | |
| "alert_severity": [ | |
| "critical_confirmed", | |
| "duplicate_suppressed", | |
| "false_positive", | |
| "high_severity", | |
| "informational", | |
| "low_severity", | |
| "medium_severity" | |
| ], | |
| "alert_source": [ | |
| "cspm_cloud_rule", | |
| "edr_behavioural_engine", | |
| "honeypot_trigger", | |
| "itdr_identity_anomaly", | |
| "nids_signature", | |
| "siem_correlation_rule", | |
| "threat_intel_ioc_match", | |
| "ueba_user_anomaly" | |
| ], | |
| "mitre_tactic": [ | |
| "collection", | |
| "command_and_control", | |
| "credential_access", | |
| "defense_evasion", | |
| "discovery", | |
| "execution", | |
| "exfiltration", | |
| "impact", | |
| "initial_access", | |
| "lateral_movement", | |
| "persistence", | |
| "privilege_escalation" | |
| ], | |
| "analyst_tier": [ | |
| "L1_junior", | |
| "L2_senior", | |
| "L3_threat_hunter" | |
| ], | |
| "siem_platform": [ | |
| "chronicle_google", | |
| "elastic_siem", | |
| "exabeam_fusion", | |
| "ibm_qradar", | |
| "logrhythm_axon", | |
| "microsoft_sentinel", | |
| "splunk_enterprise", | |
| "sumo_logic" | |
| ] | |
| }, | |
| "label_to_int": { | |
| "auto_resolved_soar": 0, | |
| "duplicate_merged": 1, | |
| "false_positive_closed": 2, | |
| "true_positive_remediated": 3, | |
| "true_positive_escalated": 4 | |
| }, | |
| "int_to_label": { | |
| "0": "auto_resolved_soar", | |
| "1": "duplicate_merged", | |
| "2": "false_positive_closed", | |
| "3": "true_positive_remediated", | |
| "4": "true_positive_escalated" | |
| }, | |
| "oracle_excluded": [ | |
| "alert_lifecycle_phase", | |
| "automation_resolved", | |
| "escalation_flag" | |
| ], | |
| "high_cardinality_excluded": [ | |
| "mitre_technique_id", | |
| "detection_rule_id" | |
| ] | |
| } |