@article{optimalityandnphardnessoftransformersinl, title = {Optimality and NP-Hardness of Transformers in Learning Markovian Dynamical Functions}, author = {Yanna Ding and Songtao Lu and Yingdong Lu and Tomasz Nowicki and Jianxi Gao}, year = {2025}, eprint = {2510.18638}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.18638}, }