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arXiv 1608.07398cs.LOcs.AIcs.SE
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第一届嵌入式和安全关键系统技术因果推理研讨会

Proceedings First Workshop on Causal Reasoning for Embedded and safety-critical Systems Technologies

Gregor Gössler, Oleg Sokolsky

摘要:

自动因果关系分析,故障定位,事件解释,问责制和责备的正式方法已经由几个社区独立提出-特别是人工智能,并发,基于模型的诊断,正式方法。在过去几年中,关于这些专题的工作大大加快了速度。CREST的目标是汇集和促进来自不同社区的研究人员之间的交流,并介绍和讨论该领域的最新进展和新想法。研讨会的程序包括一组邀请和贡献的演示文稿,说明不同的技术,因果关系分析和故障定位的应用。该计划由两个主题演讲组成。Hana Chockler(国王学院)的主旨发言提供了一个广泛的视角,探讨了基于Halpern和Pearl对实际因果关系的定义的因果推理在从形式化验证到法律推理等各种应用领域的应用。Chao Wang(弗吉尼亚理工大学)的主题演讲集中在调试和验证并发程序的基于约束的分析技术。研讨会论文涉及成分因果关系分析和广泛的因果推理应用,如概率模型的调试,问责制和责任,基于刘易斯反事实的实践中的危险分析,以及故障定位和修复。

英文摘要:

Formal approaches for automated causality analysis, fault localization, explanation of events, accountability and blaming have been proposed independently by several communities --- in particular, AI, concurrency, model-based diagnosis, formal methods. Work on these topics has significantly gained speed during the last years. The goals of CREST are to bring together and foster exchange between researchers from the different communities, and to present and discuss recent advances and new ideas in the field. The workshop program consisted of a set of invited and contributed presentations that illustrate different techniques for, and applications of, causality analysis and fault localization. The program was anchored by two keynote talks. The keynote by Hana Chockler (King's College) provided a broad perspective on the application of causal reasoning based on Halpern and Pearl's definitions of actual causality to a variety of application domains ranging from formal verification to legal reasoning. The keynote by Chao Wang (Virginia Tech) concentrated on constraint-based analysis techniques for debugging and verifying concurrent programs. Workshop papers deal with compositional causality analysis and a wide spectrum of application for causal reasoning, such as debugging of probabilistic models, accountability and responsibility, hazard analysis in practice based on Lewis' counterfactuals, and fault localization and repair.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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