@misc{auturnal-efficient-adaptation-lora-v5,
  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/v5/},
  note = {AI-assisted research review; version 5; not independently peer reviewed}
}