Bernoulli-LoRA: A Theoretical Framework for Randomized Low-Rank Adaptation

Igor Sokolov, Abdurakhmon Sadiev, Yury Demidovich +2

Parameter-efficient fine-tuning (PEFT) has emerged as a crucial approach for adapting large foundational models to specific tasks, particularly as model sizes continue to grow expo…