Junzheng Shi

Threat2Traffic: Multi-Agent Environment Synthesis for Malware Traffic Generation from Threat Intelligence

Data-driven cybersecurity research is fundamentally constrained by the scarcity of labeled datasets, yet acquiring authentic, large-scale malware traffic remains bottlenecked by obsolescent public datasets, unscalable manual construction, and inflexible sandboxes that fail to satisfy the sample-spec…