@article{supnshallowuniversalpolynomialnetworks, title = {SUPN: Shallow Universal Polynomial Networks}, author = {Zachary Morrow and Michael Penwarden and Brian Chen and Aurya Javeed and Akil Narayan and John D. Jakeman}, year = {2025}, eprint = {2511.21414}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.21414}, }