@article{transitivitymeetscyclicityexplicitprefer, title = {Transitivity Meets Cyclicity: Explicit Preference Decomposition for Dynamic Large Language Model Alignment}, author = {Yucong Huang and Xiucheng Li and Kaiqi Zhao and Jing Li}, year = {2026}, eprint = {2605.17342}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.17342}, }