Query-Efficient Black-Box Attack Against Sequence-Based Malware Classifiers

Author:

Rosenberg Ishai1,Shabtai Asaf2,Elovici Yuval3,Rokach Lior2

Affiliation:

1. Ben-Gurion University of the Negev, Israel

2. Ben-Gurion University of the Negev

3. Ben Gurion University of the Negev

Publisher

ACM

Reference48 articles.

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3. 2019. Cylance I Kill You!https://skylightcyber.com/2019/07/18/cylance-i-kill-you. Accessed: 2019-08-24. 2019. Cylance I Kill You!https://skylightcyber.com/2019/07/18/cylance-i-kill-you. Accessed: 2019-08-24.

4. 2019. Deploy trained Keras or TensorFlow models using Amazon SageMaker. https://aws.amazon.com/blogs/machine-learning/deploy-trained-keras-or-tensorflow-models-using-amazon-sagemaker/. Accessed: 2019-12-14. 2019. Deploy trained Keras or TensorFlow models using Amazon SageMaker. https://aws.amazon.com/blogs/machine-learning/deploy-trained-keras-or-tensorflow-models-using-amazon-sagemaker/. Accessed: 2019-12-14.

5. 2019. Google Cloud Prediction. https://cloud.google.com/prediction/. Accessed: 2019-09-26. 2019. Google Cloud Prediction. https://cloud.google.com/prediction/. Accessed: 2019-09-26.

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2. An Adversarial Robust Behavior Sequence Anomaly Detection Approach Based on Critical Behavior Unit Learning;IEEE Transactions on Computers;2023-11-01

3. StratDef: Strategic defense against adversarial attacks in ML-based malware detection;Computers & Security;2023-11

4. A Method for Summarizing and Classifying Evasive Malware;Proceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses;2023-10-16

5. MPass: Bypassing Learning-based Static Malware Detectors;2023 60th ACM/IEEE Design Automation Conference (DAC);2023-07-09

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