{"data":{"id":"c26a56b4-498e-4af5-a080-989adb2bd14b","title":"A multimodal approach for windows malware detection using comprehensive analysis on called APIs","summary":"This academic paper presents a method for detecting Windows malware (malicious software) by analyzing multiple types of data together, specifically focusing on the API (application programming interface, the set of functions a program uses to interact with the operating system) calls that malware makes. The research uses a multimodal approach, meaning it combines different sources of information to improve detection accuracy.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"https://www.sciencedirect.com/science/article/pii/S2214212626000426?dgcid=rss_sd_all","publishedAt":"2026-05-09T06:00:50.584Z","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":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.75,"researchCategory":"peer_reviewed","atlasIds":null}}