{
  "added_at": "2026-10-20",
  "arxiv_id": "2607.14903",
  "arxiv_version_reviewed": "v1",
  "authors": [
    "Yanbing Shen",
    "Fan Zhang",
    "Haitao Xu"
  ],
  "bibtex_url": "https://awesomerea.org/papers/citations/paper-firmpilot.bib",
  "code_url": null,
  "date_basis": "arXiv first submission date; no separate publication was verified.",
  "date_basis_zh": "采用 arXiv 首次提交日期，未核实另行出版的版本。",
  "date_precision": "day",
  "description_en": "FirmPilot reconstructs QEMU execution environments through coordinated retrieval, planning, filesystem, persistent-state and network recovery. Proposed changes are applied as constrained artifact deltas, then checked by rerunning the firmware and fixed probes.",
  "description_zh": "FirmPilot 协调检索、规划、文件系统、持久状态与网络恢复来重建 QEMU 执行环境。候选修改被落实为受约束的产物差异，再通过重新运行固件与固定探测检查。",
  "doi": null,
  "entry_url": "https://awesomerea.org/papers/paper-firmpilot/",
  "entry_url_zh": "https://awesomerea.org/zh/papers/paper-firmpilot/",
  "evidence_urls": [
    "https://arxiv.org/abs/2607.14903v1",
    "https://arxiv.org/html/2607.14903v1"
  ],
  "first_arxiv_date": "2026-07-16",
  "id": "paper-firmpilot",
  "json_url": "https://awesomerea.org/papers/paper-firmpilot/record.json",
  "kind": "research",
  "markdown_url": "https://awesomerea.org/papers/paper-firmpilot/index.md",
  "markdown_url_zh": "https://awesomerea.org/zh/papers/paper-firmpilot/index.md",
  "metadata_notes": "arXiv v1 as a preprint; its baseline and corpus references are separate works.",
  "metadata_notes_zh": "arXiv v1 预印本；文中引用的基线与固件语料是另行发布的工作。",
  "pdf_url": "https://arxiv.org/pdf/2607.14903v1",
  "project_url": null,
  "publication_date": "2026-07-16",
  "publication_status": "preprint",
  "record_type": "paper",
  "runtime_tested": false,
  "scope_limitations_en": "The main denominator is 10,033 obtainable LFwC images, not all 10,913 metadata records. Reachability under a 2,400-second budget is not whole-device equivalence; HTTP success can include redirects or authentication gates. Reported results use one LLM backend and fixed probes.",
  "scope_limitations_zh": "主要分母为可取得的 10,033 个 LFwC 镜像，而非全部 10,913 条元数据记录。2,400 秒预算内的可达性不等于完整设备等价，HTTP 成功也包含重定向与认证入口。报告结果使用单一模型后端及固定探测。",
  "targets": [
    "firmware",
    "binary"
  ],
  "title": "FirmPilot: Evidence-Guided Multi-Agent Environment Recovery for IoT Firmware Rehosting",
  "title_zh": "FirmPilot：证据引导的多智能体物联网固件运行环境恢复",
  "url": "https://arxiv.org/abs/2607.14903",
  "venue": "arXiv",
  "verification": "source-reviewed",
  "verified_at": "2026-10-20",
  "why_fits_en": "Uses execution evidence to recover the missing environment needed to inspect firmware behavior.",
  "why_fits_zh": "利用执行证据恢复观察固件行为所需的缺失运行环境。",
  "year": 2026
}