[
  {
    "id": "lit_2610_11570",
    "type": "article",
    "title": "Scaling to Tens of Thousands of Test-Time Iterations with Loop-Native Attention Residuals",
    "author": [
      {
        "literal": "Pengxiang Li"
      },
      {
        "literal": "Dilxat Muhtar"
      },
      {
        "literal": "Di He"
      },
      {
        "literal": "Guinan Su"
      },
      {
        "literal": "Lu Yin"
      },
      {
        "literal": "Shiwei Liu"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2026,
          10,
          8
        ]
      ]
    },
    "genre": "Preprint",
    "archive": "arXiv",
    "number": "arXiv:2610.11570",
    "URL": "https://arxiv.org/abs/2610.11570",
    "custom": {
      "record_url": "https://latent-implicit-thinking.github.io/papers/2610.11570/",
      "first_public": "2026-10-08",
      "collection": "core",
      "citation_basis": "ArXiv preprint, using its initial submission date; source URL is not version-pinned."
    }
  }
]