Merging Beliefs and Counterfactuals
Proceedings of the Thirty-Fifth International Joint Conference on Artificial Intelligence. Main Track. Pages 3952-3960.
https://doi.org/10.24963/ijcai.2026/440
Keywords
- Knowledge Representation and Reasoning: Belief change
- Knowledge Representation and Reasoning: Knowledge representation languages
- Knowledge Representation and Reasoning: Reasoning about knowledge and belief
Abstract
We present a unified framework for modeling
agents’ epistemic states and counterfactual conditionals.
The novelty of our approach lies at the
semantic level. We introduce a computationally
grounded semantics in which an agent’s doxastic
accessibility relation, needed to model the standard
notion of deductively closed belief, is derived from the agent’s belief base,
and in which the notion of comparative similarity between states,
needed to interpret counterfactual conditionals, is
computed from both the atomic formulas describing
the agents’ belief bases and those describing
the environment. We use this semantics to interpret a language
of beliefs and counterfactuals. We
demonstrate the expressiveness of our language and
the flexibility of the semantics by formalizing a
wide range of notions: counterfactual dependence,
counterfactual notions of reason and knowledge,
conditional belief. Furthermore, we show that our
semantics illuminates the subtle interplay between
belief change and counterfactuals. On the computational side,
we provide a succinct formulation of
model checking for our language and establish a
PSPACE complexity result.
@inproceedings{ijcai2026p440,
title = {Merging Beliefs and Counterfactuals},
author = {Lorini, Emiliano and Rozplokhas, Dmitry},
booktitle = {Proceedings of the Thirty-Fifth International Joint Conference on
Artificial Intelligence, {IJCAI-26}},
publisher = {International Joint Conferences on Artificial Intelligence Organization},
editor = {Diego Calvanese},
pages = {3952--3960},
year = {2026},
month = {8},
note = {Main Track},
doi = {10.24963/ijcai.2026/440},
url = {https://doi.org/10.24963/ijcai.2026/440},
}
TY - CPAPER TI - Merging Beliefs and Counterfactuals AU - Lorini, Emiliano AU - Rozplokhas, Dmitry T2 - Proceedings of the Thirty-Fifth International Joint Conference on Artificial Intelligence, IJCAI-26 PB - International Joint Conferences on Artificial Intelligence Organization PY - 2026 SP - 3952 EP - 3960 DO - 10.24963/ijcai.2026/440 UR - https://doi.org/10.24963/ijcai.2026/440 ER -Copied
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