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Depth Fragility and Skeletal Universality: Decoupling Topology and Function in Deep Neural Networks

Deep neural networks (DNNs) are traditionally analyzed as black-box function approximators, yet their internal structure exhibits phase transitions characteristic of complex physical systems. In this study, we investigate <i>topological–functional decoupling</i>—the phenomenon whereby a network reta...

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Váldodahkkit: Quang Nguyen, Hai Ha Pham, Davide Cassi, Michele Bellingeri
Materiálatiipa: Artigo
Giella:Inglês
Almmustuhtton: MDPI AG 2026-04-01
Ráidu:Mathematics
Fáttát:
Liŋkkat:https://www.mdpi.com/2227-7390/14/9/1438
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