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20172023
most citedPDE-Net 2.0: Learning PDEs from Data with A Numeric-Symbolic Hybrid Deep Network

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math.ST2023

When can Regression-Adjusted Control Variates Help? Rare Events, Sobolev Embedding and Minimax Optimality

Jose Blanchet, Haoxuan Chen, Yiping Lu +1

This paper studies the use of a machine learning-based estimator as a control variate for mitigating the variance of Monte Carlo sampling. Specifically, we seek to uncover the key…