Rényi Divergence Deep Mutual Learning

1 code implementation • 13 Sep 2022 • Weipeng Huang, Junjie Tao, Changbo Deng, Ming Fan, Wenqiang Wan, Qi Xiong, Guangyuan Piao

This paper revisits Deep Mutual Learning (DML), a simple yet effective computing paradigm.

heterogeneous temporal graph transformer: an intelligent system for evolving android malware detection

1 code implementation • KDD 2021 • Yujie Fan, Mingxuan Ju, Shifu Hou, Yanfang Ye, Wenqiang Wan, Kui Wang, Yinming Mei, Qi Xiong

To capture malware evolution, we further consider the temporal dependence and introduce a heterogeneous temporal graph to jointly model malware propagation and evolution by considering heterogeneous spatial dependencies with temporal dimensions.

Android Malware Detection Malware Detection +2

AiDroid: When Heterogeneous Information Network Marries Deep Neural Network for Real-time Android Malware Detection

no code implementations • 2 Nov 2018 • Yanfang Ye, Shifu Hou, Lingwei Chen, Jingwei Lei, Wenqiang Wan, Jiabin Wang, Qi Xiong, Fudong Shao

In this paper, we first extract the runtime Application Programming Interface (API) call sequences from Android apps, and then analyze higher-level semantic relations within the ecosystem to comprehensively characterize the apps.

Android Malware Detection Malware Detection +1