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20052026
most citedAn Empirical Evaluation of Similarity Measures for Time Series Classification

237 citations

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cs.CR2024★ 9 cited

Assessing the Impact of Packing on Machine Learning-Based Malware Detection and Classification Systems

Daniel Gibert, Nikolaos Totosis, Constantinos Patsakis +2

The proliferation of malware, particularly through the use of packing, presents a significant challenge to static analysis and signature-based malware detection techniques. The app…

cs.CR2024★ 2 cited

Certified Adversarial Robustness of Machine Learning-based Malware Detectors via (De)Randomized Smoothing

Daniel Gibert, Luca Demetrio, Giulio Zizzo +3

Deep learning-based malware detection systems are vulnerable to adversarial EXEmples - carefully-crafted malicious programs that evade detection with minimal perturbation. As such,…