Leveraging Reinforcement Learning and Generative Adversarial Networks to Craft Mutants of Windows Malware against Black-box Malware Detectors.
The Duy PhanTran Duc LuongNguyen Hoang Quoc AnQuyen Nguyen HuuHoang Khoa NghiVan-Hau PhamPublished in: SoICT (2022)
Keyphrases
- database applications
- black box
- reinforcement learning
- test cases
- black boxes
- malware detection
- white box
- malicious code
- generative model
- reverse engineering
- white box testing
- state transition
- static analysis
- dynamic analysis
- detect malicious
- function approximation
- control flow
- integration testing
- rule extraction
- hybrid systems
- test sequences
- data sets
- learning algorithm
- social networks
- state space
- object detection
- operating system
- machine learning
- optimal policy
- test data