most citedLarge time convergence of the non-homogeneous Goldstein-Taylor Equation

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math.DS2026

Universal Approximation Constraints of Narrow ResNets: The Tunnel Effect

Christian Kuehn, Sara-Viola Kuntz, Tobias Wöhrer

We analyze the universal approximation constraints of narrow Residual Neural Networks (ResNets) both theoretically and numerically. For deep neural networks without input space aug…