@article{controllinglonghorizonbehaviorinlanguage, title = {Controlling Long-Horizon Behavior in Language Model Agents with Explicit State Dynamics}, author = {Sukesh Subaharan}, year = {2026}, eprint = {2601.16087}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.16087}, }