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stat.ML2021★ 1 cited
Nuances in Margin Conditions Determine Gains in Active Learning
Samory Kpotufe, Gan Yuan, Yunfan Zhao
We consider nonparametric classification with smooth regression functions, where it is well known that notions of margin in determine fast or slow rates in both active and…
stat.ML2021
Weakly Supervised Learning Creates a Fusion of Modeling Cultures
Chengliang Tang, Gan Yuan, Tian Zheng
The past two decades have witnessed the great success of the algorithmic modeling framework advocated by Breiman et al. (2001). Nevertheless, the excellent prediction performance o…