Inconsistency Handling in DatalogMTL

May 15, 2025 ยท The Ethereal ยท ๐Ÿ› International Joint Conference on Artificial Intelligence

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Authors Meghyn Bienvenu, Camille Bourgaux, Atefe Khodadaditaghanaki arXiv ID 2505.10394 Category cs.LO: Logic in CS Cross-listed cs.AI, cs.DB Citations 6 Venue International Joint Conference on Artificial Intelligence Last Checked 2 months ago
Abstract
In this paper, we explore the issue of inconsistency handling in DatalogMTL, an extension of Datalog with metric temporal operators. Since facts are associated with time intervals, there are different manners to restore consistency when they contradict the rules, such as removing facts or modifying their time intervals. Our first contribution is the definition of relevant notions of conflicts (minimal explanations for inconsistency) and repairs (possible ways of restoring consistency) for this setting and the study of the properties of these notions and the associated inconsistency-tolerant semantics. Our second contribution is a data complexity analysis of the tasks of generating a single conflict / repair and query entailment under repair-based semantics.
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