Universal approximation of symmetric and anti-symmetric functions
Numerical Analysis
2022-02-17 v2 Numerical Analysis
Chemical Physics
Abstract
We consider universal approximations of symmetric and anti-symmetric functions, which are important for applications in quantum physics, as well as other scientific and engineering computations. We give constructive approximations with explicit bounds on the number of parameters with respect to the dimension and the target accuracy . While the approximation still suffers from the curse of dimensionality, to the best of our knowledge, these are the first results in the literature with explicit error bounds for functions with symmetry or anti-symmetry constraints.
Keywords
Cite
@article{arxiv.1912.01765,
title = {Universal approximation of symmetric and anti-symmetric functions},
author = {Jiequn Han and Yingzhou Li and Lin Lin and Jianfeng Lu and Jiefu Zhang and Linfeng Zhang},
journal= {arXiv preprint arXiv:1912.01765},
year = {2022}
}