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P2 The Dynamics of Knowledge Concentration in Long-lived Collaborative Software Codebases

长期协作软件代码库中的知识集中化动态
ICSE Proceedings of the 2026 IEEE/ACM 48th International Conference on Software Engineering2026匹配度 1/10 · 该论文研究长期开源软件项目中的知识集中化度量、可视化与开发模式分类,属于软件工程中的组织与协作问题,与用户关注的静态分析、Agentic/LLM 程序分析、浮点程序分析及贝叶斯程序分析几乎无关。引用 0 inbox
Arthur Pilone
crossref: 2026-09-12

AI 速览

一句话:提出博士项目计划,用新度量、可视化工具和模式分类研究大型长期 FLOSS 项目中的知识集中化演化与缓解。

本文是一个博士项目计划,研究大型长期自由/开源软件(FLOSS)项目中知识集中化的演化。组织因素,如开发者负责的代码区域和代码审查职责,直接影响代码库的可持续性;维护者层级可能因责任或知识过度集中而出现瓶颈。项目计划分三阶段:(A) 提出同时考虑提交作者身份与评审职责的新度量来量化知识集中度;(B) 构建可视化工具以展示代码库中知识集中度的演化;(C) 归纳可缓解知识集中瓶颈的开发模式分类。摘要未报告已完成的实证结果,评估将围绕大型长期 FLOSS 项目展开。

问题
组织因素如何影响大型长期 FLOSS 项目中的知识集中化,进而造成维护瓶颈并威胁代码库可持续性。
方法
计划分三阶段:设计结合作者与评审职责的知识集中度量;开发可视化知识集中演化的工具;建立缓解瓶颈的开发模式分类。
评估
摘要仅给出博士项目计划与预期贡献,未提供具体实证结果;预期通过大型长期 FLOSS 项目的演化数据和案例来验证度量、工具与分类。
原文摘要(Abstract)

The organizational factors that govern a development team, such as which parts of the code each developer works on or how code changes are reviewed, are pivotal to the survival of large software codebases. Balancing such organizational factors is an even greater challenge for Free/Libre and Open Source Software (FLOSS) projects, which must sustain hierarchies of maintainers while preventing any of them from becoming overloaded with too much responsibility or concentrating too much knowledge of the codebase. This PhD project aims to identify the effects of different development models on the evolution of knowledge concentration in large, long-lived FLOSS projects. To that end, we envision three phases for the project, each with its expected contribution: (A) A new metric to quantify knowledge concentration considering commit authorship and reviewing duties; (B) A tool to visualize the evolution of knowledge concentration in software codebases; and (C) A taxonomy of patterns of development models for mitigating knowledge-concentration-induced bottlenecks in collaborative codebases.

链接与引用

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BibTeX
@inproceedings{paperbot11738,
  title = {The Dynamics of Knowledge Concentration in Long-lived Collaborative Software Codebases},
  author = {Arthur Pilone},
  booktitle = {ICSE},
  year = {2026},
  doi = {10.1145/3774748.3787663}
}