@article{geometricallyprincipledrandomizedoptimiz, title = {Geometrically Principled Randomized Optimization for Efficient LLM Training}, author = {Sahar Rajabi and Nayeema Nonta and Sirisha Rambhatla}, year = {2025}, eprint = {2510.01878}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.01878}, }