{
  "id": "2610.38822",
  "title": "CopyLoop: Fast Looped Transformer Decoding via Context Copying and Shallow Screening",
  "authors": "Wenyu Du, Stephen Chung",
  "first_public": "2026-10-28",
  "added_at": "2026-11-02",
  "venue": "arXiv",
  "arxiv": "2610.38822",
  "paper_url": "https://arxiv.org/abs/2610.38822",
  "lens": [
    "recurrent"
  ],
  "representation": [
    "hidden-state",
    "cache-memory"
  ],
  "computation": [
    "recurrent",
    "parallel"
  ],
  "training": [
    "inference-only"
  ],
  "questions": [
    "efficiency",
    "architecture"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language"
  ],
  "summary": "Speeds up looped language models by copying candidate token spans from the context, screening them at a shallow depth, and verifying them through the remaining loops. Overlaps verification with new proposals and evaluates the approach on code and mathematical reasoning.",
  "provenance": "Primary-source literature review, 2026-11-02",
  "author_names": [
    "Wenyu Du",
    "Stephen Chung"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2610.38822/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2610-38822",
  "citation_date": "2026-10-28",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2610.38822/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2610.38822/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2610.38822/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2610.38822/citation.csl.json",
  "pdf_url": "https://arxiv.org/pdf/2610.38822"
}