Livoa LogoLivoa
Org A
Org B
Org Z
Central Server


models → Federated averaging → SMPC → update → Global model

Org A
Org B
Org Z
Organisation A


Input (SIEM, alerts, tickets, emails)

Global model (based on domains)

  • RoBERTa, CyberBERT (onstro data)
  • Attack classification
  • Severity classification

Automation

  • Generate dynamic playbook
  • Explanation
  • Automate playbook

Human

  • Monitoring
  • Explanation
  • Notification
  • Control
Local model training


  • Train model with the current attack
  • Local model
  • Central model
Org A
Org B
Org Z
Central Server


models → Federated averaging → SMPC → update → Global model

Org A
Org B
Org Z
Organisation A


Input (SIEM, alerts, tickets, emails)

Global model (based on domains)

  • RoBERTa, CyberBERT (onstro data)
  • Attack classification
  • Severity classification

Automation

  • Generate dynamic playbook
  • Explanation
  • Automate playbook

Human

  • Monitoring
  • Explanation
  • Notification
  • Control
Local model training


  • Train model with the current attack
  • Local model
  • Central model

nlp

by yoyo

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