{
  "id": "2511.08577",
  "title": "Think-at-Hard: Dynamic Looped Transformers for Improved Reasoning",
  "authors": "Tianyu Fu, Yichen You, Zekai Chen, Guohao Dai, Huazhong Yang, Yu Wang",
  "first_public": "2025-11-11",
  "venue": "arXiv",
  "arxiv": "2511.08577",
  "paper_url": "https://arxiv.org/abs/2511.08577",
  "code_url": "https://github.com/thu-nics/TaH",
  "lens": [
    "recurrent"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "recurrent",
    "depth-wise"
  ],
  "training": [
    "supervised"
  ],
  "questions": [
    "capability",
    "efficiency",
    "controllability"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language",
    "symbolic"
  ],
  "summary": "Uses dynamic looping to vary internal depth with problem difficulty and studies the resulting reasoning and efficiency trade-offs.",
  "provenance": "Primary-source literature search, 2026-09-04",
  "author_names": [
    "Tianyu Fu",
    "Yichen You",
    "Zekai Chen",
    "Guohao Dai",
    "Huazhong Yang",
    "Yu Wang"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2511.08577/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2511-08577",
  "citation_date": "2025-11-11",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2511.08577/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2511.08577/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2511.08577/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2511.08577/citation.csl.json"
}