@article{towardsspatiotemporalextrapolationofphas, title = {Towards Spatio-Temporal Extrapolation of Phase-Field Simulations with Convolution-Only Neural Networks}, author = {Christophe Bonneville and Nathan Bieberdorf and Pieterjan Robbe and Mark Asta and Habib Najm and Laurent Capolungo and Cosmin Safta}, year = {2026}, eprint = {2601.04510}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.04510}, }