@article{bumpnetasparsemlpframeworkforlearningpde, title = {BumpNet: A Sparse MLP Framework for Learning PDE Solutions}, author = {Shao-Ting Chiu and Ioannis G. Kevrekidis and Ulisses Braga-Neto}, year = {2025}, eprint = {2512.17198}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.17198}, }