{"data":{"id":"946e985a-b1d5-451c-adc1-a8f16904da81","title":"TrafficInstruct: A Multi-Task Network Traffic Dataset and Benchmark for Instruction Tuning","summary":"TrafficInstruct is a dataset of raw packet captures and 55,000 structured supervised fine-tuning records spanning ten network traffic analysis tasks, including malware, botnet, Tor, and VPN detection. Labels come from task-specific collection evidence such as process or socket attribution, and sessions are kept within a single partition to avoid leakage. Task-specific LoRA adapters on a shared frozen 27B base model improve classification performance over the baselines.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"https://arxiv.org/abs/2611.03319v1","publishedAt":"2026-11-02T15:44:53.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["27B language model","ET-BERT"],"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":"2026-11-02T15:44:53.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":true,"classifierConfidence":0.6,"researchCategory":"preprint","atlasIds":null}}