Posterior Contraction for Sparse Neural Networks in Besov Spaces with Intrinsic Dimensionality

Kyeongwon Lee, Lizhen Lin, Jaewoo Park +1

This work establishes that sparse Bayesian neural networks achieve optimal posterior contraction rates over anisotropic Besov spaces and their hierarchical compositions. These stru…