@article{towardsinfinitelylongneuralsimulationsse, title = {Towards Infinitely Long Neural Simulations: Self-Refining Neural Surrogate Models for Dynamical Systems}, author = {Qi Liu and Laure Zanna and Joan Bruna}, year = {2026}, eprint = {2603.17750}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.17750}, }