{
  "id": "2610.06949",
  "title": "AdaLoop: Adaptive-Depth Latent Reasoning for Audio Language Models",
  "authors": "Lee Seung-woo, Bowen Qi",
  "first_public": "2026-10-03",
  "venue": "arXiv",
  "arxiv": "2610.06949",
  "paper_url": "https://arxiv.org/abs/2610.06949",
  "lens": [
    "recurrent"
  ],
  "representation": [
    "hidden-state",
    "multimodal-latent"
  ],
  "computation": [
    "recurrent",
    "depth-wise"
  ],
  "training": [
    "supervised"
  ],
  "questions": [
    "architecture",
    "capability",
    "efficiency",
    "controllability"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "multimodal",
    "language"
  ],
  "summary": "Adds a shared recurrent block between an audio encoder and language model. A question-conditioned halting mechanism chooses how many refinement passes to apply, with deeper computation learned for tasks requiring finer acoustic distinctions.",
  "provenance": "Primary-source literature search, 2026-10-18",
  "added_at": "2026-10-18",
  "author_names": [
    "Lee Seung-woo",
    "Bowen Qi"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2610.06949/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2610-06949",
  "citation_date": "2026-10-03",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2610.06949/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2610.06949/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2610.06949/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2610.06949/citation.csl.json"
}