{
  "id": "2610.10625",
  "title": "Safe at One Loop, Risky at Another: Aligning Safety Across Recurrent Depths in Looped Language Models",
  "authors": "Yi Wang, Xiuyuan Qi, Dongqi Han, Dongsheng Li, Wenjie Wang",
  "first_public": "2026-10-07",
  "added_at": "2026-10-18",
  "venue": "arXiv",
  "arxiv": "2610.10625",
  "paper_url": "https://arxiv.org/abs/2610.10625",
  "lens": [
    "recurrent",
    "analysis"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "recurrent",
    "depth-wise"
  ],
  "training": [
    "supervised"
  ],
  "questions": [
    "evaluation",
    "controllability",
    "limitations"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language"
  ],
  "summary": "Evaluates harmful-query and jailbreak behavior at different recurrent depths of looped language models. Proposes depth-specific control, state sharing, and joint supervision to align safety behavior across depths.",
  "provenance": "Primary-source literature search, 2026-10-18",
  "author_names": [
    "Yi Wang",
    "Xiuyuan Qi",
    "Dongqi Han",
    "Dongsheng Li",
    "Wenjie Wang"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2610.10625/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2610-10625",
  "citation_date": "2026-10-07",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2610.10625/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2610.10625/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2610.10625/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2610.10625/citation.csl.json"
}