{"data":{"id":"1ce673b8-a8da-45b7-b258-3fee51ed5c9c","title":"GraphWave: A Dynamic Context-Adaptive Multimodal Feature Fusion Framework for Threat Detection","summary":"GraphWave is a new AI framework designed to detect malicious network traffic by analyzing multiple types of data together, including the relationships between attackers and targets over time. Unlike older methods that only look at individual data flows, GraphWave combines graph-based analysis (mapping connections between network entities) with deep learning techniques to better distinguish between legitimate and malicious traffic, even when attackers try to hide their patterns through evasion techniques (methods to avoid detection).","solution":"N/A -- no mitigation discussed in source.","labels":["research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11653429","publishedAt":"2026-08-12T13:16:39.000Z","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":"2026-08-12T13:16:39.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity","availability"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}