{
  "id": "2610.10996",
  "title": "Invariant-Measure Reasoners: Stable Representations for Latent Reasoning",
  "authors": "Yuto Inui, Takuya Konishi, Yoshinobu Kawahara",
  "first_public": "2026-10-07",
  "added_at": "2026-10-18",
  "venue": "arXiv",
  "arxiv": "2610.10996",
  "paper_url": "https://arxiv.org/abs/2610.10996",
  "summary": "Predicts by averaging over the long-run distribution of recurrent hidden states instead of reading a single final state. This lets the model use changing hidden states without requiring them to settle at one fixed point.",
  "lens": [
    "recurrent"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "recurrent"
  ],
  "training": [
    "supervised"
  ],
  "questions": [
    "architecture",
    "capability",
    "generalization"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "symbolic"
  ],
  "provenance": "Primary-source literature search, 2026-10-18",
  "author_names": [
    "Yuto Inui",
    "Takuya Konishi",
    "Yoshinobu Kawahara"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2610.10996/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2610-10996",
  "citation_date": "2026-10-07",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2610.10996/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2610.10996/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2610.10996/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2610.10996/citation.csl.json"
}