@article{atheoryoflearningwithautoregressive, title = {A Theory of Learning with Autoregressive Chain of Thought}, author = {Nirmit Joshi and Gal Vardi and Adam Block and Surbhi Goel and Zhiyuan Li and Theodor Misiakiewicz and Nathan Srebro}, year = {2025}, eprint = {2503.07932}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.07932v1}, }