222 citations · 534 across the 8 of their papers we have counts for
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cs.CR2021★ 222 cited
threaTrace: Detecting and Tracing Host-based Threats in Node Level Through Provenance Graph Learning
Su Wang, Zhiliang Wang, Tao Zhou +6
Host-based threats such as Program Attack, Malware Implantation, and Advanced Persistent Threats (APT), are commonly adopted by modern attackers. Recent studies propose leveraging…
cs.CR2021★ 113 cited
DeepAID: Interpreting and Improving Deep Learning-based Anomaly Detection in Security Applications
Dongqi Han, Zhiliang Wang, Wenqi Chen +6
Unsupervised Deep Learning (DL) techniques have been widely used in various security-related anomaly detection applications, owing to the great promise of being able to detect unfo…
cs.CR2020★ 191 cited
Evaluating and Improving Adversarial Robustness of Machine Learning-Based Network Intrusion Detectors
Dongqi Han, Zhiliang Wang, Ying Zhong +5
Machine learning (ML), especially deep learning (DL) techniques have been increasingly used in anomaly-based network intrusion detection systems (NIDS). However, ML/DL has shown to…