mlsanityData to 14 Oct 2026

Nonmonotonic Inferences with Qualitative Conditionals based on Preferred Structures on Worlds

arXiv 2005.12713 ↗First posted 26 May 2020cs.AIcited by 3

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Abstract (arXiv)

A conditional knowledge base R is a set of conditionals of the form "If A, the usually B". Using structural information derived from the conditionals in R, we introduce the preferred structure relation on worlds. The preferred structure relation is the core ingredient of a new inference relation called system W inference that inductively completes the knowledge given explicitly in R. We show that system W exhibits desirable inference properties like satisfying system P and avoiding, in contrast to e.g. system Z, the drowning problem. It fully captures and strictly extends both system Z and skeptical c-inference. In contrast to skeptical c-inference, it does not require to solve a complex constraint satisfaction problem, but is as tractable as system Z.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). First posted on arXiv 26 May 2020.

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Citing papers per year: 2022: 1; 2023: 1; 2024: 0; 2025: 0; 2026: 1.

3 papers.