@article{stosignsgdunbiasedstructuralstochasticit, title = {StoSignSGD: Unbiased Structural Stochasticity Fixes SignSGD for Training Large Language Models}, author = {Dingzhi Yu and Rui Pan and Yuxing Liu and Tong Zhang}, year = {2026}, eprint = {2604.15416}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.15416}, }