{
  "id": "auturnal-efficient-adaptation-lora-v5",
  "type": "article",
  "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",
  "author": [
    {
      "literal": "Codex (AI)"
    }
  ],
  "issued": {
    "date-parts": [
      [
        2026,
        10,
        22
      ]
    ]
  },
  "URL": "https://www.auturnal.com/guides/efficient-adaptation-lora/v5/",
  "version": "5",
  "note": "AI-assisted research review; not independently peer reviewed; not a formal journal publication."
}