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P2 Causal Relationships and Programming Outcomes: A Transcranial Magnetic Stimulation Experiment

因果关系与编程结果:一项经颅磁刺激实验
ICSE Proceedings of the IEEE/ACM 46th International Conference on Software Engineering2024匹配度 1/10 · 该论文属于编程认知神经科学,使用经颅磁刺激(TMS)研究脑区活动与编程结果的因果关系,与用户关注的静态分析、LLM/Agent、浮点程序分析、贝叶斯程序分析等 PL/AI 方向没有方法或问题上的交集,仅在“编程”这一宽泛主题上相关。引用 3 inbox
Hammad Ahmad, Madeline Endres, Kaia Newman, Priscila Santiesteban, Emma Shedden, Westley Weimer
crossref: 2026-09-12

AI 速览

一句话:首次用经颅磁刺激(TMS)对编程认知进行因果性神经研究,检验脑区活动与编程结果是否存在因果关系。

理解认知与编程结果的关系有助于设计干预,使新手更快成为专家。已有编程神经影像研究多报告相关性,无法确定因果。本文首次采用经颅磁刺激(TMS)开展编程认知的因果神经研究:TMS 可暂时、无创地干扰特定脑区,作者在干扰特定脑区后测量编程结果,从而判断脑区活动与编程表现之间是否存在真实因果关系。据作者所知,这也是 TMS 首次用于软件工程研究。

问题
已有研究仅揭示编程认知与脑活动之间的相关性,无法回答特定脑区活动是否因果地影响编程结果。
方法
使用经颅磁刺激(TMS)暂时、无创地干扰特定脑区,再测量被试的编程结果,以检验因果效应。
评估
通过 TMS 干扰脑区并测量编程结果的实验,判断脑区干扰是否改变编程表现;据作者所知,这是 TMS 首次用于软件工程研究。
原文摘要(Abstract)

Understanding the relationship between cognition and programming outcomes is important: it can inform interventions that help novices become experts faster. Neuroimaging techniques can measure brain activity, but prior studies of programming report only correlations. We present the first causal neurological investigation of the cognition of programming by using Transcranial Magnetic Stimulation (TMS). TMS permits temporary and noninvasive disruption of specific brain regions. By disrupting brain regions and then measuring programming outcomes, we discover whether a true causal relationship exists. To the best of our knowledge, this is the first use of TMS to study software engineering.

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BibTeX
@inproceedings{paperbot11370,
  title = {Causal Relationships and Programming Outcomes: A Transcranial Magnetic Stimulation Experiment},
  author = {Hammad Ahmad and Madeline Endres and Kaia Newman and Priscila Santiesteban and Emma Shedden and Westley Weimer},
  booktitle = {ICSE},
  year = {2024},
  doi = {10.1145/3597503.3639096}
}