{"data":{"id":"c203f07c-d255-479d-9462-fde1f3de1881","title":"When Core-Network Elements Become Reachable: Field-Level Exploitability Analysis in Diameter","summary":"LENS is an LLM-based system that guides language models with exploitability-analysis discipline and protocol evidence to assess Diameter field-level exploitability. Across four LLMs it reached mean recall of 94.00% to 98.00%, precision of 78.73% to 88.94%, and accuracy of 84.00% to 92.00%. The authors report that over 25% of field paths in the S6a and Cx interfaces are exploitable, and they uncover 95 previously unknown vulnerabilities in EPC/IMS implementations and commercial deployments.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2610.22943v1","publishedAt":"2026-10-16T05:12:30.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["large language models (LLMs)","LENS"],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-10-16T05:12:30.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["confidentiality","availability"],"aiComponentTargeted":"agent","llmSpecific":true,"classifierConfidence":0.8,"researchCategory":"preprint","atlasIds":null}}