[
  {
    "id": "lit_2610_21594",
    "type": "article",
    "title": "LoopAhead: Speculating Ahead for Faster Decoding in Looped Language Models",
    "author": [
      {
        "literal": "Zixuan Liu"
      },
      {
        "literal": "Nan Xue"
      },
      {
        "literal": "Rui Bao"
      },
      {
        "literal": "Yuhang Xu"
      },
      {
        "literal": "Xiaofeng Cao"
      },
      {
        "literal": "Jiangchao Yao"
      },
      {
        "literal": "Zhiyong Chen"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2026,
          10,
          15
        ]
      ]
    },
    "genre": "Preprint",
    "archive": "arXiv",
    "number": "arXiv:2610.21594",
    "URL": "https://arxiv.org/abs/2610.21594",
    "custom": {
      "record_url": "https://latent-implicit-thinking.github.io/papers/2610.21594/",
      "first_public": "2026-10-15",
      "collection": "core",
      "citation_basis": "ArXiv preprint, using its initial submission date; source URL is not version-pinned."
    }
  }
]