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Semiparametric M-estimation with overparameterized neural networks

math.ST · 2025-04-27 · conditional · novelty 7.0

For semiparametric M-estimation with overparameterized ReLU networks, the gradient-flow estimator achieves minimax nonparametric rates and root-n-consistent, asymptotically normal estimates of the finite-dimensional parameter.

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  • Semiparametric M-estimation with overparameterized neural networks math.ST · 2025-04-27 · conditional · none · ref 2

    For semiparametric M-estimation with overparameterized ReLU networks, the gradient-flow estimator achieves minimax nonparametric rates and root-n-consistent, asymptotically normal estimates of the finite-dimensional parameter.