{"data":{"id":"9bd70d6b-9e10-42d0-83fa-0a16536f3c45","title":"XAI in cybersecurity: A survey on techniques, challenges, and future directions","summary":"This is a survey paper that examines XAI (explainable AI, which means making AI systems' decisions understandable to humans) techniques used in cybersecurity, along with the challenges researchers face when trying to apply these methods and potential future research directions. The paper reviews how organizations can make AI-powered security tools more transparent so that security teams can understand why the AI flagged something as a threat.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"https://www.sciencedirect.com/science/article/pii/S2214212626001936?dgcid=rss_sd_all","publishedAt":"2026-07-09T18:01:35.950Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-4-5-20251001","classifierPromptVersion":"v3","cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"patchAvailable":null,"disclosureDate":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}