cs.AI updates on arXiv.org 07月14日 12:08
Why this and not that? A Logic-based Framework for Contrastive Explanations
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文章提出了一种新的对比解释框架,用于回答“为什么P而非Q”的问题,并计算P和Q的原因,通过比较两者的差异。在命题逻辑设置下,探讨了该框架的基本属性,并分析了问题的计算复杂性,通过实例演示了该框架在CNF公式中的应用。

arXiv:2507.08454v1 Announce Type: new Abstract: We define several canonical problems related to contrastive explanations, each answering a question of the form ''Why P but not Q?''. The problems compute causes for both P and Q, explicitly comparing their differences. We investigate the basic properties of our definitions in the setting of propositional logic. We show, inter alia, that our framework captures a cardinality-minimal version of existing contrastive explanations in the literature. Furthermore, we provide an extensive analysis of the computational complexities of the problems. We also implement the problems for CNF-formulas using answer set programming and present several examples demonstrating how they work in practice.

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对比解释 命题逻辑 计算复杂性 CNF公式 解释框架
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