2 papers
stat.ML2026
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…
math.ST2025
Non-asymptotic Properties of Generalized Mondrian Forests in Statistical Learning
Haoran Zhan, Jingli Wang, Yingcun Xia
Random Forests have been extensively used in regression and classification, inspiring the development of various forest-based methods. Among these, Mondrian Forests, derived from t…