@article{subspaceoptimizationforlargelanguage, title = {Subspace Optimization for Large Language Models with Convergence Guarantees}, author = {Yutong He and Pengrui Li and Yipeng Hu and Chuyan Chen and Kun Yuan}, year = {2024}, eprint = {2410.11289}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2410.11289v2}, }