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InfoResearchPeer-reviewed
LibPass: An Entropy-Guided Black-Box Adversarial Attack Against Third-Party Library Detection Tools in the Wild
- Published
- Record updated
Summary
Researchers propose LibPass, presented as the first adversarial attack against Android third-party library (TPL) detection tools. It generates adversarial apps with perturbations beyond standard obfuscation, using an improved firefly algorithm to search for them. Across five state-of-the-art detection tools and three datasets, LibPass achieved an average attack success rate of 61.33%, with a peak of 99.46%.