@online{huangndlow,
  author       = {Huang, Xuanqiang Angelo},
  title        = {Low-Rank Adaptation},
  organization = {Xuanqiang Angelo Huang's Blog},
  url          = {https://flecart.github.io/notes/low-rank-adaptation/},
  langid       = {english},
  abstract     = {LoRA: Low-Rank Adaptation for Fine-Tuning Large Models \# Motivation \&\#x26; Problem Setting \# Full fine-tuning of modern foundation models updates all ∣Θ∣ parameters, where ∣Θ∣ can reach 1 0 11 . Each downstream task produces a full-sized checkpoint, making per-task storage, distr}
}