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stat.ML2026
Online Quantile Regression for Nonparametric Additive Models
Haoran Zhan
This paper introduces a projected functional gradient descent algorithm (P-FGD) for training nonparametric additive quantile regression models in online settings. This algorithm ex…
stat.ML2024
Consistency for Large Neural Networks: Regression and Classification
Haoran Zhan, Yingcun Xia
Although overparameterized models have achieved remarkable practical success, their theoretical properties, particularly their generalization behavior, remain incompletely understo…