Breaking the Frozen Subspace: Importance Sampling for Low-Rank Optimization in LLM Pretraining - Zhang, Haochen; Yin, Junze; Wang, Guanchu; Liu, Zirui; Yang, Lin; Zhang, Tianyi; Shrivastava, Anshumali; Braverman, Vladimir (Advances in Neural Information Processing Systems, 2025)