@article{geometricseparationandconstructiveuniver, title = {Geometric separation and constructive universal approximation with two hidden layers}, author = {Chanyoung Sung}, year = {2026}, eprint = {2602.12482}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.12482}, }