@article{bernoulliloraatheoreticalframeworkforran, title = {Bernoulli-LoRA: A Theoretical Framework for Randomized Low-Rank Adaptation}, author = {Igor Sokolov and Abdurakhmon Sadiev and Yury Demidovich and Fawaz S Al-Qahtani and Peter Richtárik}, year = {2025}, eprint = {2508.03820}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.03820}, }