@article{convexoptimizationforalignmentandprefere, title = {Convex Optimization for Alignment and Preference Learning on a Single GPU}, author = {Miria Feng and Mert Pilanci}, year = {2026}, eprint = {2605.23244}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.23244}, }