Parallel Belief Contraction via Order Aggregation
Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence. Main Track. Pages 4427-4435.
https://doi.org/10.24963/ijcai.2025/493
Keywords
- Knowledge Representation and Reasoning: KRR: Belief change
- Game Theory and Economic Paradigms: GTEP: Computational social choice
Abstract
The standard ``serial'' (aka ``singleton'') model of belief contraction models the manner in which an agent's corpus of beliefs responds to the removal of a single item of information. One salient extension of this model introduces the idea of ``parallel'' (aka ``package'' or ``multiple'') change, in which an entire set of items of information are simultaneously removed. Existing research on the latter has largely focussed on single-step parallel contraction: understanding the behaviour of beliefs after a single parallel contraction. It has also focussed on generalisations to the parallel case of serial contraction operations whose characteristic properties are extremely weak. Here we consider how to extend serial contraction operations that obey stronger properties. Potentially more importantly, we also consider the iterated case: the behaviour of beliefs after a sequence of parallel contractions. We propose a general method for extending serial iterated belief change operators to handle parallel change based on an n-ary generalisation of Booth & Chandler's TeamQueue binary order aggregators.
@inproceedings{ijcai2025p493,
title = {Parallel Belief Contraction via Order Aggregation},
author = {Chandler, Jake and Booth, Richard},
booktitle = {Proceedings of the Thirty-Fourth International Joint Conference on
Artificial Intelligence, {IJCAI-25}},
publisher = {International Joint Conferences on Artificial Intelligence Organization},
editor = {James Kwok},
pages = {4427--4435},
year = {2025},
month = {8},
note = {Main Track},
doi = {10.24963/ijcai.2025/493},
url = {https://doi.org/10.24963/ijcai.2025/493},
}
TY - CPAPER TI - Parallel Belief Contraction via Order Aggregation AU - Chandler, Jake AU - Booth, Richard T2 - Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, IJCAI-25 PB - International Joint Conferences on Artificial Intelligence Organization PY - 2025 SP - 4427 EP - 4435 DO - 10.24963/ijcai.2025/493 UR - https://doi.org/10.24963/ijcai.2025/493 ER -Copied
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