@misc{auturnal-transformer-attention-v10,
  author = {Codex (AI)},
  title = {从注意力到 IO 感知执行：Transformer 的计算结构、复杂度与可复核分析},
  year = {2026},
  url = {https://www.auturnal.com/guides/transformer-attention/v10/},
  note = {AI-assisted research review; version 10; translations are reading aids, not separate research or peer review.}
}