{
  "id": "2611.04152",
  "title": "PACT: Certifying What Is Written in Parallel Decoding of Diffusion Language Models",
  "authors": "Yanchao Li, Yusu Zhang, Jiaqing Xie, Yi Ban, Ben Gao, Zhongyu Huang, Tianfan Fu, Yuqiang Li",
  "first_public": "2026-11-03",
  "added_at": "2026-11-09",
  "venue": "arXiv",
  "arxiv": "2611.04152",
  "paper_url": "https://arxiv.org/abs/2611.04152",
  "html_url": "https://arxiv.org/html/2611.04152v1",
  "lens": [
    "beyond-sequential",
    "analysis"
  ],
  "representation": [
    "discrete-token"
  ],
  "computation": [
    "diffusion",
    "parallel"
  ],
  "training": [
    "inference-only"
  ],
  "questions": [
    "efficiency",
    "theory",
    "controllability"
  ],
  "evidence": [
    "empirical",
    "formal"
  ],
  "modality": [
    "language"
  ],
  "summary": "Samples candidate tokens before choosing which positions to commit in parallel. Uses the probabilities of the actual sampled tokens, plus spacing between positions, to control the reliability of each committed set.",
  "provenance": "Primary-source literature review, 2026-11-09",
  "author_names": [
    "Yanchao Li",
    "Yusu Zhang",
    "Jiaqing Xie",
    "Yi Ban",
    "Ben Gao",
    "Zhongyu Huang",
    "Tianfan Fu",
    "Yuqiang Li"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2611.04152/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2611-04152",
  "citation_date": "2026-11-03",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2611.04152/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2611.04152/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2611.04152/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2611.04152/citation.csl.json",
  "pdf_url": "https://arxiv.org/pdf/2611.04152"
}