@article{nearlyoptimalactivepreferencelearningand, title = {Nearly Optimal Active Preference Learning and Its Application to LLM Alignment}, author = {Yao Zhao and Kwang-Sung Jun}, year = {2026}, eprint = {2602.01581}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.01581}, }