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How to Train your Antivirus: RL-based Hardening through the Problem-Space
It also makes possible to provide theoretical guarantees on the robustness of the model against a particular set of adversarial capabilities.
Jigsaw Puzzle: Selective Backdoor Attack to Subvert Malware Classifiers
Empirically, we show that existing backdoor attacks in malware classifiers are still detectable by recent defenses such as MNTD.
Intriguing Properties of Adversarial ML Attacks in the Problem Space
Second, building on our formalization, we propose a novel problem-space attack on Android malware that overcomes past limitations.
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