Tjeerd Jan Heeringa

Deep Networks are Reproducing Kernel Chains

2025 · arXiv (Cornell University)

Identifying an appropriate function space for deep neural networks remains a key open question. While shallow neural networks are naturally associated with Reproducing Kernel Banach Spaces (RKBS), deep networks present unique challenges. In this work, …