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cs.CR2026
LoRA-based Parameter-Efficient LLMs for Continuous Learning in Edge-based Malware Detection
Christian Rondanini, Barbara Carminati, Elena Ferrari +2
The proliferation of edge devices has created an urgent need for security solutions capable of detecting malware in real time while operating under strict computational and memory…
cs.CR2025★ 2 cited
Malware Detection at the Edge with Lightweight LLMs: A Performance Evaluation
Christian Rondanini, Barbara Carminati, Elena Ferrari +2
The rapid evolution of malware attacks calls for the development of innovative detection methods, especially in resource-constrained edge computing. Traditional detection technique…