The growing sophistication of malware poses a persistent challenge to traditional detection systems. To address the limitations of conventional static and dynamic analysis methods, this paper proposes ...

Abstract: Hierarchical federated learning (HFL) is a key technology enabling distributed learning with reduced communication overhead. However, practical HFL systems encounter two major challenges: ...