Score: 0

Propositional Abduction via Only-Knowing: A Non-Monotonic Approach

Published: January 7, 2026 | arXiv ID: 2601.04272v1

By: Sanderson Molick, Vaishak Belle

Potential Business Impact:

Helps computers guess the best explanation.

Business Areas:
Natural Language Processing Artificial Intelligence, Data and Analytics, Software

The paper introduces a basic logic of knowledge and abduction by extending Levesque logic of only-knowing with an abduction modal operator defined via the combination of basic epistemic concepts. The upshot is an alternative approach to abduction that employs a modal vocabulary and explores the relation between abductive reasoning and epistemic states of only knowing. Furthermore, by incorporating a preferential relation into modal frames, we provide a non-monotonic extension of our basic framework capable of expressing different selection methods for abductive explanations. Core metatheoretic properties of non-monotonic consequence relations are explored within this setting and shown to provide a well-behaved foundation for abductive reasoning.

Country of Origin
🇬🇧 United Kingdom

Page Count
13 pages

Category
Computer Science:
Artificial Intelligence