[
  {
    "id": "lit_2610_19768",
    "type": "article",
    "title": "Learning to Compute Is Not Learning to Retain or Reuse in Looped Transformers",
    "author": [
      {
        "literal": "Peilong Zhou"
      },
      {
        "literal": "Hongtao Zhang"
      },
      {
        "literal": "Yulong Huang"
      },
      {
        "literal": "Cangyuan Li"
      },
      {
        "literal": "Mingyu Chen"
      },
      {
        "literal": "Ying Wang"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2026,
          10,
          14
        ]
      ]
    },
    "genre": "Preprint",
    "archive": "arXiv",
    "number": "arXiv:2610.19768",
    "URL": "https://arxiv.org/abs/2610.19768",
    "custom": {
      "record_url": "https://latent-implicit-thinking.github.io/papers/2610.19768/",
      "first_public": "2026-10-14",
      "collection": "core",
      "citation_basis": "ArXiv preprint, using its initial submission date; source URL is not version-pinned."
    }
  }
]