{
  "id": "2611.07736",
  "title": "Extending Reasoning in Typed Decision Models via Adaptive Looping",
  "previous_titles": [
    "Extending Reasoning in Typed Decision Models via Looping"
  ],
  "authors": "David Berghaus, Arber Zela, Behzad Shomali, Markus Frey, Mehdi Ali, Rafet Sifa, Volkan Cevher",
  "first_public": "2026-11-05",
  "added_at": "2026-11-09",
  "venue": "arXiv",
  "arxiv": "2611.07736",
  "paper_url": "https://arxiv.org/abs/2611.07736",
  "html_url": "https://arxiv.org/html/2611.07736v1",
  "lens": [
    "recurrent"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "recurrent",
    "depth-wise"
  ],
  "training": [
    "supervised"
  ],
  "questions": [
    "capability",
    "efficiency",
    "controllability"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language",
    "symbolic"
  ],
  "summary": "Repeats a shared middle block before scoring answer options, using smaller residual updates when the loop budget grows. Trains one model across several budgets and learns a request-level rule for choosing the amount of computation.",
  "provenance": "Primary-source literature review, 2026-11-09",
  "author_names": [
    "David Berghaus",
    "Arber Zela",
    "Behzad Shomali",
    "Markus Frey",
    "Mehdi Ali",
    "Rafet Sifa",
    "Volkan Cevher"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2611.07736/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2611-07736",
  "citation_date": "2026-11-05",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2611.07736/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2611.07736/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2611.07736/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2611.07736/citation.csl.json",
  "pdf_url": "https://arxiv.org/pdf/2611.07736"
}