{ "feature_names": [ "timestep", "api_call_rate", "registry_write_count", "network_connection_count", "process_injection_flag", "c2_beacon_interval_sec", "av_signature_hit_flag", "sandbox_evasion_flag", "lateral_propagation_count", "privilege_escalation_flag", "pe_entropy_mean", "pe_entropy_std", "import_hash_cluster", "section_count", "packed_section_ratio", "string_entropy_mean", "byte_histogram_chi2", "code_section_rx_ratio", "resource_section_entropy", "suspicious_import_count", "packer_detected_flag", "api_burst_score", "is_c2_active", "is_high_net_volume", "is_stealth_step", "is_destructive_step", "lateral_activity_score", "malware_family_apt_implant", "malware_family_botnet_agent", "malware_family_cryptominer", "malware_family_dropper", "malware_family_fileless_malware", "malware_family_ransomware", "malware_family_rootkit", "malware_family_spyware", "malware_family_trojan", "malware_family_worm", "threat_actor_tier_apt", "threat_actor_tier_commodity", "threat_actor_tier_crimeware", "threat_actor_tier_nation_state", "target_platform_android_13", "target_platform_embedded_ot_firmware", "target_platform_linux_rhel_9", "target_platform_linux_ubuntu_22", "target_platform_macos_ventura", "target_platform_windows_10_enterprise", "target_platform_windows_11_pro", "target_platform_windows_server_2022", "obfuscation_technique_anti_analysis_stall", "obfuscation_technique_code_signing_abuse", "obfuscation_technique_lotl_binary", "obfuscation_technique_packing", "obfuscation_technique_polymorphic_mutation", "obfuscation_technique_sandbox_evasion", "obfuscation_technique_string_encryption", "detection_outcome_behavioural_flag", "detection_outcome_definitive_detection", "detection_outcome_heuristic_alert", "detection_outcome_sandbox_evasion_confirmed", "detection_outcome_signature_miss", "ep_stack_av_plus_firewall", "ep_stack_deception_honeypot", "ep_stack_edr_endpoint_detect", "ep_stack_legacy_av_only", "ep_stack_managed_detection_response", "ep_stack_ngav_ml_based", "ep_stack_no_protection", "ep_stack_xdr_extended_detect" ], "numeric_features": [ "timestep", "api_call_rate", "registry_write_count", "network_connection_count", "process_injection_flag", "c2_beacon_interval_sec", "av_signature_hit_flag", "sandbox_evasion_flag", "lateral_propagation_count", "privilege_escalation_flag", "pe_entropy_mean", "pe_entropy_std", "import_hash_cluster", "section_count", "packed_section_ratio", "string_entropy_mean", "byte_histogram_chi2", "code_section_rx_ratio", "resource_section_entropy", "suspicious_import_count", "packer_detected_flag", "api_burst_score", "is_c2_active", "is_high_net_volume", "is_stealth_step", "is_destructive_step", "lateral_activity_score" ], "categorical_levels": { "malware_family": [ "apt_implant", "botnet_agent", "cryptominer", "dropper", "fileless_malware", "ransomware", "rootkit", "spyware", "trojan", "worm" ], "threat_actor_tier": [ "apt", "commodity", "crimeware", "nation_state" ], "target_platform": [ "android_13", "embedded_ot_firmware", "linux_rhel_9", "linux_ubuntu_22", "macos_ventura", "windows_10_enterprise", "windows_11_pro", "windows_server_2022" ], "obfuscation_technique": [ "anti_analysis_stall", "code_signing_abuse", "lotl_binary", "packing", "polymorphic_mutation", "sandbox_evasion", "string_encryption" ], "detection_outcome": [ "behavioural_flag", "definitive_detection", "heuristic_alert", "sandbox_evasion_confirmed", "signature_miss" ], "ep_stack": [ "av_plus_firewall", "deception_honeypot", "edr_endpoint_detect", "legacy_av_only", "managed_detection_response", "ngav_ml_based", "no_protection", "xdr_extended_detect" ] }, "label_to_int": { "c2_communication": 0, "data_exfiltration": 1, "dormancy_dwell": 2, "initial_drop": 3, "lateral_movement": 4, "payload_execution": 5, "persistence_establishment": 6, "privilege_escalation": 7, "sandbox_evasion_stall": 8, "self_destruct_cleanup": 9 }, "int_to_label": { "0": "c2_communication", "1": "data_exfiltration", "2": "dormancy_dwell", "3": "initial_drop", "4": "lateral_movement", "5": "payload_execution", "6": "persistence_establishment", "7": "privilege_escalation", "8": "sandbox_evasion_stall", "9": "self_destruct_cleanup" } }