| Efficient Query-Based Attack against ML-Based Android Malware Detection under Zero Knowledge Setting | Sep 5, 2023 | Android Malware DetectionMalware Detection | CodeCode Available | 1 | 5 |
| Deep Learning for Android Malware Defenses: a Systematic Literature Review | Mar 9, 2021 | Android Malware DetectionDeep Learning | CodeCode Available | 1 | 5 |
| DexRay: A Simple, yet Effective Deep Learning Approach to Android Malware Detection based on Image Representation of Bytecode | Sep 5, 2021 | Android Malware DetectionMalware Detection | CodeCode Available | 1 | 5 |
| Can We Leverage Predictive Uncertainty to Detect Dataset Shift and Adversarial Examples in Android Malware Detection? | Sep 20, 2021 | Android Malware DetectionMalware Detection | CodeCode Available | 1 | 5 |
| heterogeneous temporal graph transformer: an intelligent system for evolving android malware detection | Aug 14, 2021 | Android Malware DetectionMalware Detection | CodeCode Available | 1 | 5 |
| Continuous Learning for Android Malware Detection | Feb 8, 2023 | Active LearningAndroid Malware Detection | CodeCode Available | 1 | 5 |
| MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks | Dec 11, 2023 | Adversarial PurificationAndroid Malware Detection | CodeCode Available | 1 | 5 |
| Why an Android App is Classified as Malware? Towards Malware Classification Interpretation | Apr 24, 2020 | Android Malware DetectionClassification | CodeCode Available | 1 | 5 |
| MASKDROID: Robust Android Malware Detection with Masked Graph Representations | Sep 29, 2024 | Android Malware DetectionGraph Neural Network | CodeCode Available | 1 | 5 |
| Evaluating the Robustness of Adversarial Defenses in Malware Detection Systems | May 14, 2025 | Adversarial AttackAdversarial Robustness | CodeCode Available | 0 | 5 |
| MaMaDroid2.0 -- The Holes of Control Flow Graphs | Feb 28, 2022 | Android Malware DetectionMalware Detection | CodeCode Available | 0 | 5 |
| DetectBERT: Towards Full App-Level Representation Learning to Detect Android Malware | Aug 29, 2024 | Android Malware DetectionMalware Detection | CodeCode Available | 0 | 5 |
| Crystal ball: From innovative attacks to attack effectiveness classifier | Dec 24, 2024 | Android Malware DetectionMalware Detection | CodeCode Available | 0 | 5 |
| AndrODet: An Adaptive Android Obfuscation Detector | Jan 1, 2019 | Android Malware DetectionMalware Analysis | CodeCode Available | 0 | 5 |
| Improving Adversarial Robustness in Android Malware Detection by Reducing the Impact of Spurious Correlations | Aug 27, 2024 | Adversarial RobustnessAndroid Malware Detection | CodeCode Available | 0 | 5 |
| Level Up with ML Vulnerability Identification: Leveraging Domain Constraints in Feature Space for Robust Android Malware Detection | May 30, 2022 | Adversarial RobustnessAndroid Malware Detection | CodeCode Available | 0 | 5 |
| Efficient Concept Drift Handling for Batch Android Malware Detection Models | Sep 18, 2023 | Active LearningAndroid Malware Detection | CodeCode Available | 0 | 5 |
| EvadeDroid: A Practical Evasion Attack on Machine Learning for Black-box Android Malware Detection | Oct 7, 2021 | Adversarial AttackAndroid Malware Detection | CodeCode Available | 0 | 5 |
| Towards a Fair Comparison and Realistic Evaluation Framework of Android Malware Detectors based on Static Analysis and Machine Learning | May 25, 2022 | Android Malware DetectionMalware Detection | CodeCode Available | 0 | 5 |
| BERTDetect: A Neural Topic Modelling Approach for Android Malware Detection | Mar 23, 2025 | Android Malware DetectionClustering | —Unverified | 0 | 0 |
| Context-aware, Adaptive and Scalable Android Malware Detection through Online Learning (extended version) | Jun 3, 2017 | Android Malware DetectionMalware Detection | —Unverified | 0 | 0 |
| Data Augmentation for Opcode Sequence Based Malware Detection | Jun 22, 2021 | Android Malware DetectionData Augmentation | —Unverified | 0 | 0 |
| Decoding Android Malware with a Fraction of Features: An Attention-Enhanced MLP-SVM Approach | Sep 28, 2024 | Android Malware DetectionMalware Detection | —Unverified | 0 | 0 |
| Defending against Adversarial Malware Attacks on ML-based Android Malware Detection Systems | Jan 23, 2025 | Adversarial RobustnessAndroid Malware Detection | —Unverified | 0 | 0 |
| Detection of Malicious Android Applications: Classical Machine Learning vs. Deep Neural Network Integrated with Clustering | Feb 28, 2021 | Android Malware DetectionBIG-bench Machine Learning | —Unverified | 0 | 0 |
| DL-Droid: Deep learning based android malware detection using real devices | Nov 22, 2019 | Android Malware DetectionDeep Learning | —Unverified | 0 | 0 |
| Do Gradient-based Explanations Tell Anything About Adversarial Robustness to Android Malware? | May 4, 2020 | Adversarial RobustnessAndroid Malware Detection | —Unverified | 0 | 0 |
| EMULATOR vs REAL PHONE: Android Malware Detection Using Machine Learning | Mar 31, 2017 | Android Malware DetectionBIG-bench Machine Learning | —Unverified | 0 | 0 |
| Explaining Black-box Android Malware Detection | Mar 9, 2018 | Android Malware DetectionBIG-bench Machine Learning | —Unverified | 0 | 0 |
| Flexible Android Malware Detection Model based on Generative Adversarial Networks with Code Tensor | Oct 25, 2022 | Android Malware DetectionMalware Detection | —Unverified | 0 | 0 |
| Graph Neural Network-based Android Malware Classification with Jumping Knowledge | Jan 19, 2022 | Android Malware DetectionGraph Neural Network | —Unverified | 0 | 0 |
| High Accuracy Android Malware Detection Using Ensemble Learning | Aug 2, 2016 | Android Malware DetectionBIG-bench Machine Learning | —Unverified | 0 | 0 |
| "How Does It Detect A Malicious App?" Explaining the Predictions of AI-based Android Malware Detector | Nov 6, 2021 | Android Malware DetectionMalware Detection | —Unverified | 0 | 0 |
| Identification of Significant Permissions for Efficient Android Malware Detection | Feb 28, 2021 | Android Malware DetectionBIG-bench Machine Learning | —Unverified | 0 | 0 |
| Improving Android Malware Detection Through Data Augmentation Using Wasserstein Generative Adversarial Networks | Mar 1, 2024 | Android Malware DetectionData Augmentation | —Unverified | 0 | 0 |
| Collective Intelligence: Decentralized Learning for Android Malware Detection in IoT with Blockchain | Feb 26, 2021 | Android Malware DetectionMalware Detection | —Unverified | 0 | 0 |
| LaFiCMIL: Rethinking Large File Classification from the Perspective of Correlated Multiple Instance Learning | Jul 30, 2023 | Android Malware DetectionClassification | —Unverified | 0 | 0 |
| LAMD: Context-driven Android Malware Detection and Classification with LLMs | Feb 18, 2025 | Android Malware DetectionMalware Analysis | —Unverified | 0 | 0 |
| Light up that Droid! On the Effectiveness of Static Analysis Features against App Obfuscation for Android Malware Detection | Oct 24, 2023 | Android Malware DetectionMalware Detection | —Unverified | 0 | 0 |
| MADCAT: Combating Malware Detection Under Concept Drift with Test-Time Adaptation | May 24, 2025 | Android Malware DetectionDecoder | —Unverified | 0 | 0 |
| Malceiver: Perceiver with Hierarchical and Multi-modal Features for Android Malware Detection | Apr 12, 2022 | Android Malware DetectionMalware Classification | —Unverified | 0 | 0 |
| Mask Off: Analytic-based Malware Detection By Transfer Learning and Model Personalization | Nov 20, 2022 | Android Malware DetectionFederated Learning | —Unverified | 0 | 0 |
| N-gram Opcode Analysis for Android Malware Detection | Dec 5, 2016 | Android Malware Detectionfeature selection | —Unverified | 0 | 0 |
| On building machine learning pipelines for Android malware detection: a procedural survey of practices, challenges and opportunities | Jun 12, 2023 | Android Malware DetectionDimensionality Reduction | —Unverified | 0 | 0 |
| On Defending Against Label Flipping Attacks on Malware Detection Systems | Aug 13, 2019 | Android Malware DetectionBIG-bench Machine Learning | —Unverified | 0 | 0 |
| On the Effectiveness of System API-Related Information for Android Ransomware Detection | May 24, 2018 | Android Malware DetectionMalware Detection | —Unverified | 0 | 0 |
| OpCode-Based Malware Classification Using Machine Learning and Deep Learning Techniques | Apr 18, 2025 | Android Malware DetectionDeep Learning | —Unverified | 0 | 0 |
| R2-D2: ColoR-inspired Convolutional NeuRal Network (CNN)-based AndroiD Malware Detections | May 12, 2017 | Android Malware DetectionFeature Engineering | —Unverified | 0 | 0 |
| Revisiting Static Feature-Based Android Malware Detection | Sep 11, 2024 | Android Malware DetectionComputer Security | —Unverified | 0 | 0 |
| Robust Android Malware Detection System against Adversarial Attacks using Q-Learning | Jan 27, 2021 | Adversarial DefenseAndroid Malware Detection | —Unverified | 0 | 0 |
