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Cautious reasoning in ASP via minimal models and unsatisfiable cores

机译:通过最小的模型和不令人满意的内核在ASP中进行谨慎的推理

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摘要

Answer Set Programming (ASP) is a logic-based knowledge representation framework, supporting-among other reasoning modes-the central task of query answering. In the propositional case, query answering amounts to computing cautious consequences of the input program among the atoms in a given set of candidates, where a cautious consequence is an atom belonging to all stable models. Currently, the most efficient algorithms either iteratively verify the existence of a stable model of the input program extended with the complement of one candidate, where the candidate is heuristically selected, or introduce a clause enforcing the falsity of at least one candidate, so that the solver is free to choose which candidate to falsify at any time during the computation of a stable model. This paper introduces new algorithms for the computation of cautious consequences, with the aim of driving the solver to search for stable models discarding more candidates. Specifically, one of such algorithms enforces minimality on the set of true candidates, where different notions of minimality can be used, and another takes advantage of unsatisfiable cores computation. The algorithms are implemented in WASP, and experiments on benchmarks from the latest ASP competitions show that the new algorithms perform better than the state of the art.
机译:答案集编程(ASP)是基于逻辑的知识表示框架,除了其他推理模式外,它还支持查询回答的核心任务。在命题情况下,查询回答相当于在给定候选集合中的原子之间计算输入程序的谨慎结果,其中谨慎结果是属于所有稳定模型的原子。当前,最有效的算法要么迭代地验证输入程序稳定模型的存在性,然后用一个候选者的补码扩展该候选程序的启发式选择,要么引入一个强制至少一个候选者虚假的子句,以便求解器可以在稳定模型的计算过程中随时选择伪造哪个候选者。本文介绍了用于计算谨慎后果的新算法,目的是驱动求解器搜索舍弃更多候选者的稳定模型。具体地,这样的算法中的一种对真实候选者集合强制实施最小化,其中可以使用不同的最小化概念,而另一种则利用了不满足要求的核计算。该算法在WASP中实现,最新ASP竞赛的基准测试表明,新算法的性能优于现有技术。

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