Deep Neural Networks are Adaptive to Function Regularity and Data Distribution in Approximation and Estimation

Hao Liu, Jiahui Cheng, Wenjing Liao

Deep learning has exhibited remarkable results across diverse areas. To understand its success, substantial research has been directed towards its theoretical foundations. Neverthe…