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Iii Eman El-Sheikh

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Preprint Aug 2026

Adapter-Based Few-Shot Continual Learning for Malicious Packet Recognition

The continual evolution of malware variants necessitates detection systems that can adapt to new threats without retraining from scratch. However, continually updating models on new data often leads to catastrophic forgetting, where previously learned knowledge is overwritten. While continual learning has been increasi...

Kyle Stein, Guillermo A. Francia, Iii Eman El-Sheikh et al. · 0 citations

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