Tractable Abstract Argumentation via Backdoor-Treewidth

Authors

  • Wolfgang Dvořák TU Wien
  • Markus Hecher TU Wien
  • Matthias König TU Wien
  • André Schidler TU Wien
  • Stefan Szeider TU Wien
  • Stefan Woltran TU Wien

DOI:

https://doi.org/10.1609/aaai.v36i5.20501

Keywords:

Knowledge Representation And Reasoning (KRR)

Abstract

Argumentation frameworks (AFs) are a core formalism in the field of formal argumentation. As most standard computational tasks regarding AFs are hard for the first or second level of the Polynomial Hierarchy, a variety of algorithmic approaches to achieve manageable runtimes have been considered in the past. Among them, the backdoor-approach and the treewidth-approach turned out to yield fixed-parameter tractable fragments. However, many applications yield high parameter values for these methods, often rendering them infeasible in practice. We introduce the backdoor-treewidth approach for abstract argumentation, combining the best of both worlds with a guaranteed parameter value that does not exceed the minimum of the backdoor- and treewidth-parameter. In particular, we formally define backdoor-treewidth and establish fixed-parameter tractability for standard reasoning tasks of abstract argumentation. Moreover, we provide systems to find and exploit backdoors of small width, and conduct systematic experiments evaluating the new parameter.

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Published

2022-06-28

How to Cite

Dvořák, W., Hecher, M., König, M., Schidler, A., Szeider, S., & Woltran, S. (2022). Tractable Abstract Argumentation via Backdoor-Treewidth. Proceedings of the AAAI Conference on Artificial Intelligence, 36(5), 5608-5615. https://doi.org/10.1609/aaai.v36i5.20501

Issue

Section

AAAI Technical Track on Knowledge Representation and Reasoning