AI RESEARCH

HiGraph: A Large-Scale Hierarchical Graph Dataset for Malware Analysis

arXiv CS.AI

ArXi:2509.02113v2 Announce Type: replace-cross The advancement of graph-based malware analysis is critically limited by the absence of large-scale datasets that capture the inherent hierarchical structure of software. Existing methods often oversimplify programs into single level graphs, failing to model the crucial semantic relationship between high-level functional interactions and low-level instruction logic. To bridge this gap, we