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 $\epsilon$. 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.
翻译:我们认为,对称和反对称功能的普遍近似值对于量子物理学的应用以及其他科学和工程计算十分重要,我们给出了建设性的近近值,对尺寸和目标精确度的参数数量有明确的界限。 虽然近似值仍然受到维度诅咒的影响,但据我们所知,这些是文献中带有对称或反对称限制功能的明显错误界限的第一个结果。