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· DOI 10.1007/bf02829538

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math.AG 1

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2026 1

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UNVERDICTED 1

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Algebraic Networks and Architectural Degenerations

math.AG · 2026-06-16 · unverdicted · novelty 6.0

Develops algebraic geometry tools for monomial neural networks and proves the singular locus of neurovarieties is contained in the architectural degeneracy locus for fully connected networks with non-increasing widths and scalar output under layerwise regularity assumptions.

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  • Algebraic Networks and Architectural Degenerations math.AG · 2026-06-16 · unverdicted · none · ref 13

    Develops algebraic geometry tools for monomial neural networks and proves the singular locus of neurovarieties is contained in the architectural degeneracy locus for fully connected networks with non-increasing widths and scalar output under layerwise regularity assumptions.