Functional dissection of complex trait variants at single-nucleotide resolution

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Pakistan bombed Afghanistan’s capital of Kabul and two other provinces on Friday, hours after a cross-border attack, the latest escalation of deadly violence between the volatile neighbours who signed a Qatar-mediated ceasefire in 2025.

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GlyphNet’s own results support this: their best CNN (VGG16 fine-tuned on rendered glyphs) achieved 63-67% accuracy on domain-level binary classification. Learned features do not dramatically outperform structural similarity for glyph comparison, and they introduce model versioning concerns and training corpus dependencies. For a dataset intended to feed into security policy, determinism and auditability matter more than marginal accuracy gains.