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2025 1

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Higher Order Approximation Rates for ReLU CNNs in Korobov Spaces

cs.LG · 2025-01-20 · unverdicted · novelty 7.0

ReLU CNNs achieve (m+1)-th order L_p approximation rates for Korobov functions with mixed derivatives of order m+1 via approximate sparse grid basis representations, improving on classical second-order rates.

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  • Higher Order Approximation Rates for ReLU CNNs in Korobov Spaces cs.LG · 2025-01-20 · unverdicted · none · ref 22

    ReLU CNNs achieve (m+1)-th order L_p approximation rates for Korobov functions with mixed derivatives of order m+1 via approximate sparse grid basis representations, improving on classical second-order rates.