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Hassan M. Ahmed

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Open access Sep 2026

A unified benchmark of supervised and retrieval-based methods for viral genomic sequence classification

The rapid growth of genomic sequencing demands fast, accurate, and scalable analysis methods. In viral genomic classification, expanding labeled reference collections can make supervised models costly to update and dependent on fixed label sets, motivating retrieval-based genomic classification as a simpler, more flexi...

A. M. Fahmy, Melissa Ayad, Hassan M. Ahmed · 1 citation

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