@inproceedings{chiang2026physicsbestteacher, title = {Physics is the Best Teacher: Consistency Learning for Time-Invariant Operators of Chaotic Dynamics}, author = {Lufang Chiang and Jiachen Yao and Thomas Y. L. Lin and Anima Anandkumar}, booktitle = {NeurIPS Workshop on AI for Stochastic Dynamics}, year = {2026}, eprint = {2610.04108}, archivePrefix = {arXiv}, primaryClass = {cs.LG}, url = {https://arxiv.org/abs/2610.04108} }