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arxivcs.LOcs.AIcs.GT2026-07-23

Animation, Verification and Visualisation of Prolog Transition Systems with ProB

Jan Gruteser, Michael Leuschel, Katharina Engels, Fabian Vu

ProB is a Prolog-based model checker, animator and constraint solver for high-level formal specifications. One can also use ProB to animate transition systems defined by Prolog predicates, allowing the application of its various validation techniques. In this work, we present the existing features of ProB's Prolog animation mode and its recent extensions. The extended capabilities include simulation for statistical checks, more reliable trace replay, transitions with user input and improved state visualisation. We apply the new features to case studies, particularly for evaluating different strategies in game play, such as Connect Four. The features are useful for many other applications, especially for ProB's new sequent prover for Event-B proof obligations, as well as for demonstration models for teaching in combination with interactive visualisation.

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arxivcs.LOcs.AIcs.SE2026-07-23

Encoding Event-B Proof Rules in Prolog: An Interactive Sequent Prover for ProB

Katharina Engels, Jan Gruteser, Michael Leuschel

Event-B is a formal method rooted in predicate logic and set theory. We encoded over 600 proof rules in Prolog, enabling a systematic, comprehensible proof analysis and construction. By integrating the proof rules into the Prolog-based validation tool ProB, we obtain an interacti…

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arxivcs.AIcs.LOcs.PL2026-07-23

Logic Programming Semantics for Causal Processes

Felix Weitkämper

Motivated by challenging modelling issues in the life sciences, we investigate the relationship between logic programming semantics and the eventual states of causal processes compatible with those logic programs. More precisely, we show that while stable models of positive logic…

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arxivcs.CCcs.AIcs.DScs.LO2026-07-23

Representative Sets in Propositional Abduction

Johannes Schmidt, Mohamed Maizia, Victor Lagerkvist, Johannes K. Fichte

The propositional abduction problem is a well-known form of non-monotonic reasoning where we are asked to find an explanation of a given manifestation. Recently, there has been an influx of results asking more refined questions about the solution space rather than only individual…

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arxivcs.AIcs.LO2026-07-23

Differentiable Logic Programming to Mitigate Reasoning Shortcuts in Neurosymbolic Systems

Akihiro Takemura, Katsumi Inoue

Neurosymbolic (NeSy) systems integrate neural networks with logical reasoning to achieve both generalization and interpretability, but recent work has shown they are susceptible to shortcut reasoning behaviors. We propose a novel method using matrix-based differentiable logic pro…

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arxivcs.LOcs.AI2026-07-23

Declarative Problem Solving in UAM Strategic Deconfliction

Gioacchino Sterlicchio, Angelo Oddi, Riccardo Rasconi, Francesca Alessandra Lisi

The growing demand for Urban Air Mobility (UAM) introduces significant challenges in airspace management, particularly within densely populated metropolitan regions. As the number of aerial vehicles-such as drones, air taxis, and helicopters-continues to rise, so does the risk of…

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