{
  "id": "2610.08833",
  "title": "CoDR: Training-Free Confidence-Drift Remasking for Diffusion Language Models",
  "authors": "Yue Wu, Qinghe Zhang, Yu Zhang, Jian Huang",
  "first_public": "2026-09-28",
  "lens": [
    "beyond-sequential"
  ],
  "representation": [
    "discrete-token"
  ],
  "training": [
    "inference-only"
  ],
  "questions": [
    "capability",
    "efficiency",
    "evaluation"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language",
    "symbolic"
  ],
  "summary": "Checks whether tokens committed earlier in diffusion decoding become less plausible as context fills in. CoDR remasks and regenerates those positions, testing targeted revision against extra-compute controls on reasoning and code tasks.",
  "computation": [
    "diffusion"
  ],
  "venue": "arXiv",
  "arxiv": "2610.08833",
  "paper_url": "https://arxiv.org/abs/2610.08833",
  "provenance": "Primary-source literature search, 2026-10-18",
  "added_at": "2026-10-18",
  "author_names": [
    "Yue Wu",
    "Qinghe Zhang",
    "Yu Zhang",
    "Jian Huang"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2610.08833/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2610-08833",
  "citation_date": "2026-09-28",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2610.08833/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2610.08833/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2610.08833/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2610.08833/citation.csl.json"
}