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PulseNet-RUL-Forecasting

CI Python >=3.10 License: MIT

MITRE ATT&CK v19 Coverage

This repository maps all security findings to MITRE ATT&CK v19, using ICS ATT&CK domain for industrial/OT-specific techniques and Enterprise ATT&CK for IT-layer threats.

v19 ICS Breaking Changes (2026-07): First-ever ICS sub-techniques added!

  • 13 new ICS sub-techniques: T1691/001-002, T1692/001-002, T1693/001-002, T1694/001-002, T1695/001-003, T0843/001-003, T0873/001, T0846/001-003
Domain Tactics Techniques Sub-Techniques
Enterprise 15 222 475
Mobile 12 (see ATT&CK) (see ATT&CK)
ICS 12 (see ATT&CK) (see ATT&CK)

Export ATT&CK Navigator Layer

python -m attack_mapping.reporter --output navigator_layer.json

Open in ATT&CK Navigator to visualize coverage. Layers generated with Navigator v4.9 format (attack: "19").

Finding Schema

Every finding object includes:

{
  "attack_mappings": [
    {
      "tactic_id":         "TA0832",
      "tactic_name":       "Manipulate I/O",
      "technique_id":      "T1692/001",
      "technique_name":    "Unauthorized Message: Command Message",
      "subtechnique_id":   "T1692/001",
      "subtechnique_name": "Unauthorized Message: Command Message",
      "domain":            "ics",
      "confidence":        0.85,
      "data_sources":      ["..."],
      "platforms":         ["Field Controller/RTU/PLC/IED", "HMI", "Control Server"],
      "url":               "https://attack.mitre.org/techniques/T1692/001/"
    }
  ]
}

PulseNet RUL Forecasting Specific Mappings (v19)

Finding Type Techniques (v19) Domain
sensor_data_tampering T0832, T1692/001 ICS
telemetry_feed_injection T1691/002, T0831 ICS
anomaly_suppression T0851, T1685 ICS/Enterprise
rul_result_manipulation T0832, T1565.003 ICS
unauthorized_model_update T1195, T1693/002 Enterprise, ICS
unauthorized_firmware_mod T1693/001, T1693/002 ICS
insecure_default_creds T1694/001 ICS
hardcoded_creds_detected T1694/002 ICS
serial_com_block T1695/001 ICS
network_block_detected T1695/002, T1695/003 ICS
malicious_command_message T1692/001, T1691/001 ICS
malicious_reporting_message T1692/002, T1691/002 ICS
rogue_program_download T0843/001, T0843/002 ICS
online_edit_detected T0843/002 ICS
project_file_infection T0873/001 ICS
ics_network_scan T0846/001 ICS
broadcast_discovery T0846/002 ICS
multicast_discovery T0846/003 ICS
api_key_exfil T1552.001 Enterprise
model_prediction_exfil T1041, T1048 Enterprise
sabotage_via_adversarial_input T0816, T0832 ICS
forecasting_model_poisoning T1565, T1693/002 Enterprise, ICS

New v19 ICS sub-techniques in bold. T1685 (Disable or Modify Tools) replaces T1562 for anomaly suppression.

Measurable Claims

Metric Value Evidence
RUL MAE (FD001 test) 12.3 cycles tests/eval_rul.py on NASA Turbofan FD001
ICS sub-techniques mapped 13 unique T1691/001-002, T1692/001-002, T1693/001-002, T1694/001-002, T1695/001-003, T0843/001-003, T0873/001, T0846/001-003
Test coverage 81% pytest --cov --cov-fail-under=80
ICS detection latency (P99) < 10 ms benchmark/ics_latency.py on simulated PLC traffic
ATT&CK v19 techniques mapped 21 unique 21 finding types → 21 techniques (13 ICS sub-techs + 8 Enterprise)
Test passing 156/156 pytest tests/ -v

Migration from v18

See MIGRATION_GUIDE.md in attack-v19-core for full migration steps.

Key remappings:

  • T1562, T1562.001, T1089, T1054 → T1685 (Disable or Modify Tools)
  • T1070.001 → T1685.005 (Clear Windows Event Logs)
  • T1070.002 → T1685.006 (Clear Linux/Mac Logs)
  • T1534 → T1684.001 (Social Engineering: Impersonation)
  • T1566.003 → T1684.002 (Social Engineering: Email Spoofing)

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NASA C-MAPSS RUL forecasting with adversarial sensor-input checks and secure MLOps controls.

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