research
Viral Codons Became a Graph
GenEx turned codon co-occurrence into graph features and benchmarked 23 classifiers across SARS-CoV-2 variants.
Summary
GenEx turned codon co-occurrence into graph features and benchmarked 23 classifiers across SARS-CoV-2 variants.
The pipeline extracts more than 25 structural and spectral features rather than treating sequences only as strings. Strong reported classification belongs to the selected historical variants and datasets, not future-variant surveillance or a diagnostic assay.
Why it matters
GenEx turned codon co-occurrence into graph features and benchmarked 23 classifiers across SARS-CoV-2 variants.
Limits and context
- The pipeline extracts more than 25 structural and spectral features rather than treating sequences only as strings.
- Strong reported classification belongs to the selected historical variants and datasets, not future-variant surveillance or a diagnostic assay.
Key claims
GenEx turned codon co-occurrence into graph features and benchmarked 23 classifiers across SARS-CoV-2 variants.
Qualification: The pipeline extracts more than 25 structural and spectral features rather than treating sequences only as strings.
Evidence: source-2026-08-20-018
Sources
- arXiv preprint 2608.18238arXiv · primary research
Corrections
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