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首页> 外文期刊>Theory and Practice of Logic Programming >Advancing Lazy-Grounding ASP Solving Techniques - Restarts, Phase Saving, Heuristics, and More
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Advancing Lazy-Grounding ASP Solving Techniques - Restarts, Phase Saving, Heuristics, and More

机译:推进懒惰接地的ASP解决技术 - 重启,相位节省,启发式等等

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摘要

Answer-Set Programming (ASP) is a powerful and expressive knowledge representation paradigm with a significant number of applications in logic-based AI. The traditional ground-and-solve approach, however, requires ASP programs to be grounded upfront and thus suffers from the so-called grounding bottleneck (i.e., ASP programs easily exhaust all available memory and thus become unsolvable). As a remedy, lazy-grounding ASP solvers have been developed, but many state-of-the-art techniques for grounded ASP solving have not been available to them yet. In this work we present, for the first time, adaptions to the lazy-grounding setting for many important techniques, like restarts, phase saving, domain-independent heuristics, and learned-clause deletion. Furthermore, we investigate their effects and in general observe a large improvement in solving capabilities and also uncover negative effects in certain cases, indicating the need for portfolio solving as known from other solvers.
机译:答案设置编程(ASP)是一种强大而富有表现力的知识表示范例,具有大量应用程序在基于逻辑的AI中。然而,传统的地面和求解方法需要将ASP程序接地前期,因此遭受所谓的接地瓶颈(即,ASP程序容易排出所有可用内存并因此变得无法解决)。作为一种补救措施,已经开发出懒惰接地的ASP求解器,但是对于接地的ASP求解的许多最先进的技术尚未可用。在这项工作中,我们首次出现的适应懒惰接地设置,因为许多重要的技术,如重启,相位保存,域 - 独立的启发式和学习 - 条款删除。此外,我们调查它们的效果,并且一般而视在求解能力的大量改善,并且在某些情况下揭示负面影响,表明需要其他溶剂中已知的组合溶解。

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