2 papers
cs.LG2026
Memorization capacity of deep ReLU neural networks characterized by width and depth
Xin Yang, Yunfei Yang
This paper studies the memorization capacity of deep neural networks with ReLU activation. Specifically, we investigate the minimal size of such networks to memorize any data p…
stat.ML2024
On the optimal approximation of Sobolev and Besov functions using deep ReLU neural networks
Yunfei Yang
This paper studies the problem of how efficiently functions in the Sobolev spaces and Besov spaces can be approximated b…