6 problems
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Deep Sprecher Network universality conjecture
Let , , and let or be continuous. Consider a Sprecher Network with architecture or…
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Vector-valued Sprecher representation conjecture
Let with , and let be continuous. A Sprecher Network has architecture with one hidden block of width…
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Necessity of inverse trigonometric functions for elementary universal formulas
An elementary universal formula without integration is an elementary formula intended to achieve uniform approximation of continuous functions on , without using integration…
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Generic finite but not global universality for bounded sine networks
Let denote the class of formula families achieving approximation on arbitrary finite subsets of , and let denote the class of families achievin…
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Fixed-complexity sine networks are finitely but not globally universal
Let denote the class of formula families achieving approximation on arbitrary finite subsets of , and let denote the class of families achievin…
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The non-universality conjecture for coupling-based invertible neural networks
Non-universality conjecture. Since the step functions used to establish -universality bypass the uniformity of the transformation by affine coupling flows, the difficulty is i…