paperbot · PL 论文追踪

全部论文 待读 收藏

P2 Monotone Procedure Summarization via Vector Addition Systems and Inductive Potentials

通过向量加法系统与归纳势函数实现单调过程摘要
OOPSLA 8(OOPSLA2)2024匹配度 4/10 · 论文属于程序验证与静态分析/抽象解释,与用户关注的 AI→PL(用 LLM/Agent 改进静态分析与形式化验证)方向有领域交集,但本身不涉及 LLM/Agent、浮点程序分析或贝叶斯程序分析,也未讨论如何与 AI 方法结合。其理论形式化与工程实现符合用户部分偏好,但并非研究方向核心。引用 3 inbox
Nikhil Pimpalkhare, Zachary Kincaid
dblp: 2026-09-10crossref: 2026-09-10

AI 速览

一句话:提出以带重置向量加法系统与归纳线性势函数精确摘要递归过程,保证组合性与单调性并提升精度。

本文研究整数变量上递归过程的过程摘要问题,动机是构建更具可预测性的程序分析器,并形式化地保证摘要的组合性与单调性。方法上,作者将过程的最佳抽象计算为带重置的向量加法系统(VASR),并在该 VASR 上针对过程语法路径构成的上下文无关语言精确摘要其执行;进一步地,他们通过自动合成的线性势函数来约束合法执行中的递归调用次数,从而精化语法路径语言。作者将该摘要技术实现于一个自动程序验证工具中,实验评估表明:相比现有抽象解释器,该技术能计算出更精确的摘要,且工具的验证能力与最先进的软件模型检查器相当。

问题
如何对操作于整数变量的递归过程进行摘要,并形式化保证摘要的组合性与单调性,以使程序分析器更可预测。
方法
将过程的最佳抽象建模为带重置的向量加法系统(VASR),在其上对过程语法路径的上下文无关语言做精确摘要,并利用自动合成的线性势函数约束递归调用次数来精化路径语言。
评估
在自动程序验证工具中实现该摘要技术,实验比较显示其摘要精度优于现有抽象解释器,验证能力与最先进软件模型检查器相当。
原文摘要(Abstract)

This paper presents a technique for summarizing recursive procedures operating on integer variables. The motivation of our work is to create more predictable program analyzers, and in particular to formally guarantee compositionality and monotonicity of procedure summarization. To summarize a procedure, we compute its best abstraction as a vector addition system with resets (VASR) and exactly summarize the executions of this VASR over the context-free language of syntactic paths through the procedure. We improve upon this technique by refining the language of syntactic paths using (automatically synthesized) linear potential functions that bound the number of recursive calls within valid executions of the input program. We implemented our summarization technique in an automated program verification tool; our experimental evaluation demonstrates that our technique computes more precise summaries than existing abstract interpreters and that our tool’s verification capabilities are comparable with state-of-the-art software model checkers.

链接与引用

DOI 原文 · PDF(开放获取) · DBLP

BibTeX
@article{PimpalkhareK24,
  title = {Monotone Procedure Summarization via Vector Addition Systems and Inductive Potentials},
  author = {Nikhil Pimpalkhare and Zachary Kincaid},
  journal = {Proceedings of the ACM on Programming Languages},
  volume = {8},
  number = {OOPSLA2},
  year = {2024},
  doi = {10.1145/3689777}
}