VulnAgent-X: A Layered Agentic Framework for Repository-Level Vulnerability Detection
2026-03-17T08:51:51Z•6a8397386e4e19b3937aa2a92b176967e3ad548d0529874b2376c7845fe1d5af
agent-frameworksbenchmarkscontinuous-integrationdynamic-verificationformal-verificationfuzz-testinghuman-in-the-loopidentity-propagationinterpretabilityjson-schemallm-agentsmcpmodel-context-protocolneuro-symbolicrepository-securityreproducibilityschema-validationsoftware-evolutiontool-securityvulnerability-detection
What happened
This collection of March 17, 2026 arXiv papers emphasizes security-relevant advances and gaps in automated vulnerability discovery, agent tool-use safety, and long-running AI-assisted software development. Key contributions: (1) VulnAgent-X introduces a layered, agentic pipeline (risk screening, bounded context expansion, specialist analysers, selective dynamic verification, evidence fusion) that improves repository-level vulnerability detection and reduces false positives (code released). (2) A controlled study shows schema-first tool APIs (JSON Schema + diagnostics) reduce interface misuse,但
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_se
- Record identifier
- 6a8397386e4e19b3937aa2a92b176967e3ad548d0529874b2376c7845fe1d5af
- Enrichment time
- 2026-03-17T08:51:51Z
- AI-assisted enrichment
- Yes
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