@article{leveragingsparsityforsampleefficient, title = {Leveraging Sparsity for Sample-Efficient Preference Learning: A Theoretical Perspective}, author = {Yunzhen Yao and Lie He and Michael Gastpar}, year = {2025}, eprint = {2501.18282}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2501.18282v2}, }