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Simone Aonzo

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#machine learning Open access Mar 2025

Trust Under Siege: Label Spoofing Attacks Against Machine Learning for Android Malware Detection

Concerns are raised about the trustworthiness of ML training processes based on AV annotations and it is argued that further investigation is needed to develop more reliable labeling strategies.

Tianwei Lan, Luca Demetrio, F. Nait-Abdesselam et al. · 5 citations

Beyond Isolated Phishing Emails: Discovering Hidden Campaign Relationships with MCDA

This work proposes an analyst-oriented clustering methodology based on Multi-Criteria Decision Analysis to surface operationally meaningful relationships among phishing messages that bypassed state-of-the-art protections and shows that the resulting Multi-Dimensional Clusters are cohesive, stable, and operationally mea...

Elyssa Boulila, Marc Dacier, Siva Prem et al. · 0 citations

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