~/talk

Nothing to Risk but Risk Itself: Expanding Vulnerability Risk with Internet-Scale Data

Talkat CVE/FIRST VulnCon 2025 · 2025-04-07..04-10· [security, machine-learning]
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Claim: expanding measurements yields actionable vulnerability prioritization. Uses Bitsight’s Groma internet scanner plus EPSS, CVSS vectors, KEV lists and dark‑web CTI to measure prevalence, remediation and attacker sophistication across ~40M orgs and 2.7B hostnames. Finds EPSS distribution mode ~0.5% (few CVEs are imminently exploitable), a median remediation of ~1–1.5 months, and surprising concentration examples (one jQuery CVE ~1M detections/month) showing systemic supply‑chain hotspots and where targeted fixes cut global exposure.

AI-written summary · about

  1. 0:00Vulnerability risk expansion
  2. 1:03Vulnerability risk with data science
  3. 3:09Probability and loss in risk
  4. 8:03Current risk assessment methods
  5. 8:46Why CVSS is useful
  6. 13:21Evaluating SSVC and frameworks
  7. 14:02EPSS as risk prediction
  8. 17:09Limitations of MITER ATT&CK
  9. 18:32Software criticality in risk
  10. 20:38Internet-scale vulnerability data
  11. 22:43Local vulnerability risk
  12. 23:06Global vulnerability prevalence
  13. 25:35Remediation time as risk
  14. 27:41EPSS and remediation urgency
  15. 29:03Sophisticated attackers' targets
  16. 30:28Regional attacker behavior
  17. 32:12Ransomware loss measure
  18. 34:19Systemic software supply risk
  19. 35:43Vulnerability in software packages
  20. 38:08Inequality in vulnerability exposure
  21. 40:55Gini coefficient impact
  22. 42:42Exploitation versus concentration
  23. 44:46Supply chain market share
  24. 46:31Practical risk takeaways
  25. 48:16Shared data importance
  26. 50:29Q&A on prioritization
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