January 01, 2023 conference-paper Open access Aachen paper

Evaluating Rule-Based Global XAI Malware Detection Methods

Lecture notes in computer science, pp. 3–22

DOI: 10.1007/978-3-031-39828-5_1 Full text (OA) OpenAlex

Authors 2

Rui Li Aachen

Leiden University

Affiliation as printed

LIACS, Leiden University, Leiden, The Netherlands
Olga Gadyatskaya corresponding Aachen

Leiden University

Affiliation as printed

LIACS, Leiden University, Leiden, The Netherlands

Cited by 4 stored of 4

4 results

No patents citing this paper on Lens.org (checked 2026-10-11).

References 51

Explainable artificial intelligence for cybersecurity: a literature survey
2022 Annals of Telecommunications book-chapter Computer Science Explainable Artificial Intelligence (XAI) Open access

159

citations
Evaluating Explanation Methods for Deep Learning in Security
2020 IEEE European Symposium on Security and Privacy conference-paper Computer Science Explainable Artificial Intelligence (XAI) Open access

124

citations
Context-Aware, Adaptive, and Scalable Android Malware Detection Through Online Learning
2017 IEEE Transactions on Emerging Topics in Computational Intelligence article Computer Science Advanced Malware Detection Techniques

87

citations
Why an Android App Is Classified as Malware
2021 ACM Transactions on Software Engineering and Methodology article Computer Science Advanced Malware Detection Techniques

77

citations
Towards Explainable CNNs for Android Malware Detection
2021 Procedia Computer Science conference-paper Computer Science Advanced Malware Detection Techniques Open access

77

citations
Android Malware Detection: A Survey
2018 Communications in computer and information science conference-paper Computer Science Advanced Malware Detection Techniques

73

citations
PAIRED: An Explainable Lightweight Android Malware Detection System
2022 IEEE Access article Computer Science Advanced Malware Detection Techniques Open access

66

citations
Can We Trust Your Explanations? Sanity Checks for Interpreters in Android Malware Analysis
2020 IEEE Transactions on Information Forensics and Security article Computer Science Advanced Malware Detection Techniques

65

citations
SIRUS: Stable and Interpretable RUle Set for classification
2021 Electronic Journal of Statistics article Computer Science Explainable Artificial Intelligence (XAI) Open access

64

citations
TrafficAV: An effective and explainable detection of mobile malware behavior using network traffic
2016 IEEE/ACM International Symposium on Quality of Service (IWQoS) conference-paper Computer Science Advanced Malware Detection Techniques

62

citations
SoK: Explainable Machine Learning for Computer Security Applications
2023 IEEE European Symposium on Security and Privacy conference-paper Computer Science Explainable Artificial Intelligence (XAI) Open access

60

citations
Explaining Black-box Android Malware Detection
2018 European Signal Processing Conference (EUSIPCO) conference-paper Computer Science Advanced Malware Detection Techniques Open access

54

citations
Picking on the family: Disrupting android malware triage by forcing misclassification
2017 Expert Systems with Applications article Computer Science Advanced Malware Detection Techniques Open access

54

citations
AdDroid: Rule-Based Machine Learning Framework for Android Malware Analysis
2019 Mobile Networks and Applications article Computer Science Advanced Malware Detection Techniques

49

citations
Explainable machine learning in cybersecurity: A survey
2022 International Journal of Intelligent Systems article Computer Science Explainable Artificial Intelligence (XAI) Open access

41

citations
Android Malware Detection Techniques: A Literature Review
2020 Recent Patents on Engineering article Computer Science Advanced Malware Detection Techniques

34

citations
A Transparent and Multimodal Malware Detection Method for Android Apps
2019 International ACM Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM) conference-paper Computer Science Advanced Malware Detection Techniques

26

citations
LUNA: Quantifying and Leveraging Uncertainty in Android Malware Analysis through Bayesian Machine Learning
2017 IEEE European Symposium on Security and Privacy conference-paper Computer Science Advanced Malware Detection Techniques

25

citations
Android malware detection as a Bi-level problem
2022 Computers & Security article Computer Science Advanced Malware Detection Techniques Open access

25

citations
Dissecting Android Cryptocurrency Miners
2020 ACM Conference on Data and Application Security and Privacy (CODASPY) conference-paper Computer Science Advanced Malware Detection Techniques Open access cited by 5 patents

21

citations