TBDetector:Transformer-Based Detector for Advanced Persistent Threats with Provenance Graph

no code implementations • 6 Apr 2023 • Nan Wang, Xuezhi Wen, Dalin Zhang, Xibin Zhao, Jiahui Ma, Mengxia Luo, Sen Nie, Shi Wu, Jiqiang Liu

APT detection is difficult to detect due to the long-term latency, covert and slow multistage attack patterns of Advanced Persistent Threat (APT).

Structural characteristics in network control of molecular multiplex networks

no code implementations • 12 Jul 2021 • Cheng Yuan, Zu-Yu Qian, Shi-Ming Chen, Sen Nie

Here, we focus on the molecular multiplex networks coupled by the transcriptional regulatory network (TRN) and protein-protein interaction (PPI) network, exploring the controllability and energy requiring in these types of molecular multiplex networks.

CodeCMR: Cross-Modal Retrieval For Function-Level Binary Source Code Matching

1 code implementation • NeurIPS 2020 • Zeping Yu, Wenxin Zheng, Jiaqi Wang, Qiyi Tang, Sen Nie, Shi Wu

We adopt Deep Pyramid Convolutional Neural Network (DPCNN) for source code feature extraction and Graph Neural Network (GNN) for binary code feature extraction.

Computer Security Cross-Modal Retrieval +2