Degrees of Laziness in Grounding: Effects of Lazy-Grounding Strategies on ASP Solving

March 29, 2019 Β· Declared Dead Β· πŸ› International Conference on Logic Programming and Non-Monotonic Reasoning

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Authors Richard Taupe, Antonius Weinzierl, Gerhard Friedrich arXiv ID 1903.12510 Category cs.AI: Artificial Intelligence Cross-listed cs.LO Citations 11 Venue International Conference on Logic Programming and Non-Monotonic Reasoning Last Checked 4 months ago
Abstract
The traditional ground-and-solve approach to Answer Set Programming (ASP) suffers from the grounding bottleneck, which makes large-scale problem instances unsolvable. Lazy grounding is an alternative approach that interleaves grounding with solving and thus uses space more efficiently. The limited view on the search space in lazy grounding poses unique challenges, however, and can have adverse effects on solving performance. In this paper we present a novel characterization of degrees of laziness in grounding for ASP, i.e. of compromises between lazily grounding as little as possible and the traditional full grounding upfront. We investigate how these degrees of laziness compare to each other formally as well as, by means of an experimental analysis using a number of benchmarks, in terms of their effects on solving performance. Our contributions are the introduction of a range of novel lazy grounding strategies, a formal account on their relationships and their correctness, and an investigation of their effects on solving performance. Experiments show that our approach performs significantly better than state-of-the-art lazy grounding in many cases.
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