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

Sanderson Molick, Vaishak Belle
1/7/2026
cs.AIcs.LO

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Abstract

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.

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@article{molick2026propositional,
  title  = {Propositional Abduction via Only-Knowing: A Non-Monotonic Approach},
  author = {Sanderson Molick and Vaishak Belle},
  year   = {2026},
  eprint = {2601.04272},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2601.04272v1}
}

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