{
  "added_at": "2026-10-16",
  "arxiv_id": "2610.14960",
  "arxiv_version_reviewed": "v1",
  "authors": [
    "Samuele Doria",
    "Stefano De Rosa",
    "Ruoyu Wang",
    "Zion Leonahenahe Basque",
    "Eleonora Losiouk",
    "Simone Aonzo"
  ],
  "bibtex_url": "https://awesomerea.org/papers/citations/paper-humans-machines-sre.bib",
  "code_url": null,
  "date_basis": "arXiv v1 submission",
  "date_basis_zh": "arXiv v1 首次提交日期。",
  "date_precision": "day",
  "description_en": "Compares human and LLM-agent understanding and navigation on the same static reverse-engineering challenges, then studies how binary representations consume context windows.",
  "description_zh": "比较人类与 LLM 智能体在相同静态逆向挑战中的理解和导航方式，并研究二进制表示如何占用上下文窗口。",
  "doi": "10.48550/arxiv.2610.14960",
  "entry_url": "https://awesomerea.org/papers/paper-humans-machines-sre/",
  "entry_url_zh": "https://awesomerea.org/zh/papers/paper-humans-machines-sre/",
  "evidence_urls": [
    "https://arxiv.org/abs/2610.14960",
    "https://arxiv.org/html/2610.14960v1",
    "https://api.datacite.org/dois/10.48550/arxiv.2610.14960"
  ],
  "first_arxiv_date": "2026-10-10",
  "id": "paper-humans-machines-sre",
  "json_url": "https://awesomerea.org/papers/paper-humans-machines-sre/record.json",
  "kind": "research",
  "markdown_url": "https://awesomerea.org/papers/paper-humans-machines-sre/index.md",
  "markdown_url_zh": "https://awesomerea.org/zh/papers/paper-humans-machines-sre/index.md",
  "metadata_notes": "The original source review did not verify a conference venue or paper-specific public code link. On 2026-10-20, the official arXiv history still listed only v1. Although its abstract page labels the DOI as pending, DataCite reports the matching title and six authors as findable, registered on 2026-10-14. This is an identifier correction, not a new paper version or expanded experimental verification.",
  "metadata_notes_zh": "原有来源复核未确认会议发表场所或论文专属公开代码链接。2026-10-20 查询时，arXiv 官方历史仍只列 v1。尽管摘要页将 DOI 标为待注册，DataCite 中相同标题与六位作者的记录已可检索，登记日期为 2026-10-14。此处仅修正标识符，不代表论文出现新版本或扩大实验验证范围。",
  "pdf_url": "https://arxiv.org/pdf/2610.14960",
  "project_url": null,
  "publication_date": "2026-10-10",
  "publication_status": "preprint",
  "record_type": "paper",
  "runtime_tested": false,
  "scope_limitations_en": "Understanding is graded on two compact challenges; the separate 4,000-binary study measures context capacity, not task-solving accuracy. The interface is static IDA/MCP without dynamic execution, and prior exposure to challenge source remains an acknowledged validity threat.",
  "scope_limitations_zh": "理解能力仅在两个紧凑挑战上评分；另一个包含 4,000 个二进制文件的实验测量上下文容量，并非解题准确率。接口为不含动态执行的静态 IDA/MCP，模型曾接触挑战源码的可能性仍是作者承认的有效性威胁。",
  "targets": [
    "binary"
  ],
  "title": "Humans vs. Machines: A Comparison With AI Agents in Software Reverse Engineering",
  "title_zh": "人类与机器：AI 智能体在软件逆向工程中的对比研究",
  "url": "https://arxiv.org/abs/2610.14960",
  "venue": "arXiv",
  "verification": "source-reviewed",
  "verified_at": "2026-10-16",
  "why_fits_en": "Informs tool-interface design, selective retrieval, and persistent analysis state for reverse-engineering agents.",
  "why_fits_zh": "为逆向智能体的工具接口、选择性检索及持久分析状态设计提供依据。",
  "year": 2026
}