ConquerNet: Convolution-Smoothed Quantile ReLU Neural Networks with Minimax Guarantees

Tianpai Luo, Fangwei Wu, Weichi Wu

Quantile regression is a fundamental tool for distributional learning but poses significant optimization challenges for deep models due to the non-smoothness of the pinball loss. W…