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.
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It argues that resident doctors' pay is 20% lower in real terms than it was in 2008, even after the 2025 increase.
«Меня хотели купить»30 лет назад киевское «Динамо» с позором выгнали из Лиги чемпионов. За что наказали украинский клуб?13 сентября 2025