Author

Andrew Arash Mahyari

2 papers indexed here

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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

#machine learning Preprint Sep 2026

From Task Mixtures to Specialized Experts

In collaborative foundation model fine-tuning, client data is rarely homogeneous. Instead, clients typically possess unknown mixtures of distinct data distributions, or tasks. Conventional federated learning primarily addresses heterogeneity across clients without explicitly resolving latent task mixtures within each c...

Hojat Allah Salehi, Mehrdad Mahdavi, Andrew Arash Mahyari et al. · 0 citations