~/talk

State of EPSS and What to Expect from Version 4

Talkat CVE/FIRST VulnCon 2025 · 2025-04-07..04-10· [security, data-engineering]
slides:none on file

EPSS v4 claims to predict the probability a CVE sees exploitation in the next 30 days and expands sources to include malware, GitHub, Shodan and commercial feeds; the upgraded pipeline uses ~2,500 features and retrains more often. Training covers 82 billion CVE‑day rows, finds only 6% exploited of published CVEs, and shows strong lift at the top percentiles. Model outputs a 30-day probability plus a percentile rank; v4 improves high‑end accuracy but needs monitoring for midrange drift.

AI-written summary · about

  1. 0:00Introduction
  2. 10:16EPSS model accuracy
  3. 20:08EPSS version history
  4. 30:42Training the EPSS model
  5. 36:48EPSS probability explained
  6. 43:11EPSS key features
  7. 47:03Roadmap and Q&A
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