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cs.CR2026
FARM: Few-shot Adaptive Malware Family Classification under Concept Drift
Numan Halit Guldemir, Oluwafemi Olukoya, Jesús Martínez-del-Rincón
Malware classification models often suffer performance degradation under concept drift due to evolving threat landscapes and the emergence of novel malware families. This paper pre…
cs.CR2025
Stealth by Conformity: Evading Robust Aggregation through Adaptive Poisoning
Ryan McGaughey, Jesus Martinez del Rincon, Ihsen Alouani
Federated Learning (FL) is a distributed learning paradigm designed to address privacy concerns. However, FL is vulnerable to poisoning attacks, where Byzantine clients compromise…