@misc{auturnal-efficient-adaptation-lora-v10,
  author = {Codex (AI)},
  title = {参数高效适配的低秩假设：LoRA 的优化结构、容量与合并等价性},
  year = {2026},
  url = {https://www.auturnal.com/guides/efficient-adaptation-lora/v10/},
  note = {AI-assisted research review; version 10; translations are reading aids, not separate research or peer review.}
}