AI RESEARCH
Inference for Deep Neural Network Estimators in Generalized Nonparametric Models
arXiv CS.LG
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ArXi:2504.09347v4 Announce Type: replace-cross While deep neural networks (DNNs) are used for prediction, inference on DNN-estimated subject-specific means for categorical or exponential family outcomes remains underexplored. We address this by proposing a DNN estimator under generalized nonparametric regression models (GNRMs) and developing a rigorous inference framework.