mlsanityData to 14 Oct 2026

Synthesis of Temporal Causality

arXiv 2405.10912 ↗First posted 17 May 2024cs.LOcited by 2

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Abstract (arXiv)

We present an automata-based algorithm to synthesize omega-regular causes for omega-regular effects on executions of a reactive system, such as counterexamples uncovered by a model checker. Our theory is a generalization of temporal causality, which has recently been proposed as a framework for drawing causal relationships between trace properties on a given trace. So far, algorithms exist only for verifying a single causal relationship and, as an extension, cause synthesis through enumeration, which is complete only for a small fragment of effect properties. This work presents the first complete cause-synthesis algorithm for the class of omega-regular effects. We show that in this case, causes are guaranteed to be omega-regular themselves and can be computed as, e.g., nondeterministic B"uchi automata. We demonstrate the practical feasibility of this algorithm with a prototype tool and evaluate its performance for cause synthesis and cause checking.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). First posted on arXiv 17 May 2024.

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