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Parametric Rates for Nonparametric Conditional-Moment Bilevel Optimization

Khoury, Fares El et al.
arXiv (All) · Papers
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machine-learning
We study functional bilevel optimization with conditional moments, where plug-in hypergradients can inherit first-order errors from nonparametrically learned conditional expectations. We introduce OBiGrad, an orthogonalized hypergradient estimator whose bias is a product of nuisance errors. Under ou
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