{
  "id": "2507.10524",
  "title": "Mixture-of-Recursions: Learning Dynamic Recursive Depths for Adaptive Token-Level Computation",
  "authors": "Sangmin Bae, Yujin Kim, Reza Bayat, Sungnyun Kim, Jiyoun Ha, Tal Schuster, Adam Fisch, Hrayr Harutyunyan, Ziwei Ji, Aaron Courville, Se-Young Yun",
  "first_public": "2025-07-14",
  "venue": "arXiv",
  "arxiv": "2507.10524",
  "paper_url": "https://arxiv.org/abs/2507.10524",
  "code_url": "https://github.com/raymin0223/mixture_of_recursions",
  "lens": [
    "recurrent"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "recurrent",
    "depth-wise"
  ],
  "training": [
    "pretraining"
  ],
  "questions": [
    "efficiency",
    "architecture",
    "scaling"
  ],
  "evidence": [
    "empirical",
    "scaling"
  ],
  "modality": [
    "language"
  ],
  "summary": "Learns token-level routing across recursive depths so different positions can receive different amounts of internal computation.",
  "provenance": "Primary-source literature search, 2026-09-04",
  "author_names": [
    "Sangmin Bae",
    "Yujin Kim",
    "Reza Bayat",
    "Sungnyun Kim",
    "Jiyoun Ha",
    "Tal Schuster",
    "Adam Fisch",
    "Hrayr Harutyunyan",
    "Ziwei Ji",
    "Aaron Courville",
    "Se-Young Yun"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2507.10524/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2507-10524",
  "citation_date": "2025-07-14",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2507.10524/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2507.10524/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2507.10524/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2507.10524/citation.csl.json"
}