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Approximation properties of neural ODEs

math.NA · 2025-03-19 · unverdicted · novelty 5.0

Neural ODE flow maps composed with embedding and projection yield shallow networks with universal approximation in C^0, preserved under separate Lipschitz or norm constraints but with quantified loss when both are imposed.

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  • Approximation properties of neural ODEs math.NA · 2025-03-19 · unverdicted · none · ref 22

    Neural ODE flow maps composed with embedding and projection yield shallow networks with universal approximation in C^0, preserved under separate Lipschitz or norm constraints but with quantified loss when both are imposed.