3 citations · 3 across the 7 of their papers we have counts for
Showing cs.LGShow all
3 papers · 1 filter
cs.LG2025
Parsing the Language of Expression: Enhancing Symbolic Regression with Domain-Aware Symbolic Priors
Sikai Huang, Yixin Berry Wen, Tara Adusumilli +2
Symbolic regression is essential for deriving interpretable expressions that elucidate complex phenomena by exposing the underlying mathematical and physical relationships in data.…
cs.LG2025
Curse of Dimensionality in Neural Network Optimization
Sanghoon Na, Haizhao Yang
This paper demonstrates that when a shallow neural network with a Lipschitz continuous activation function is trained using either empirical or population risk to approximate a tar…
cs.LG2024
Optimal Neural Network Approximation for High-Dimensional Continuous Functions
Ayan Maiti, Michelle Michelle, Haizhao Yang
Recently, the authors of \cite{SYZ22} developed a neural network with width and depth , which utilizes a special activation function called the elementary univers…