{
  "id": "2609.39967",
  "title": "What Limits Recursive Reasoning Models: Optimization, Architecture and Test-Time Scaling",
  "authors": "Yuliana Shakhvalieva, Dmitrii Kharchev, Viacheslav Bezrukov, Inessa Fedorova, Dmitry Bocharov, Ivan Oseledets, Valerii Ternovskii",
  "first_public": "2026-09-30",
  "added_at": "2026-10-18",
  "venue": "arXiv",
  "arxiv": "2609.39967",
  "paper_url": "https://arxiv.org/abs/2609.39967",
  "lens": [
    "recurrent",
    "analysis"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "recurrent",
    "depth-wise"
  ],
  "training": [
    "supervised"
  ],
  "questions": [
    "architecture",
    "generalization",
    "limitations"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "symbolic"
  ],
  "summary": "Compares recursive reasoning models under a common training and evaluation setup. Isolates the effects of gradient propagation, batch size, state updates, and hierarchical structure on algorithmic tasks and generalization.",
  "provenance": "Primary-source literature search, 2026-10-18",
  "author_names": [
    "Yuliana Shakhvalieva",
    "Dmitrii Kharchev",
    "Viacheslav Bezrukov",
    "Inessa Fedorova",
    "Dmitry Bocharov",
    "Ivan Oseledets",
    "Valerii Ternovskii"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2609.39967/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2609-39967",
  "citation_date": "2026-09-30",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2609.39967/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2609.39967/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2609.39967/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2609.39967/citation.csl.json"
}