TY - JOUR
T1 - Harnessing incremental answer set solving for reasoning in assumption-based argumentation
AU - Lehtonen, Tuomo
AU - Wallner, Johannes Peter
AU - Järvisalo, Matti
PY - 2021/11/10
Y1 - 2021/11/10
N2 - Assumption-based argumentation (ABA) is a central structured argumentation formalism. As shown recently, answer set programming (ASP) enables efficiently solving NP-hard reasoning tasks of ABA in practice, in particular in the commonly studied logic programming fragment of ABA. In this work, we harness recent advances in incremental ASP solving for developing effective algorithms for reasoning tasks in the logic programming fragment of ABA that are presumably hard for the second level of the polynomial hierarchy, including skeptical reasoning under preferred semantics as well as preferential reasoning. In particular, we develop non-trivial counterexample-guided abstraction refinement procedures based on incremental ASP solving for these tasks. We also show empirically that the procedures are significantly more effective than previously proposed algorithms for the tasks.
AB - Assumption-based argumentation (ABA) is a central structured argumentation formalism. As shown recently, answer set programming (ASP) enables efficiently solving NP-hard reasoning tasks of ABA in practice, in particular in the commonly studied logic programming fragment of ABA. In this work, we harness recent advances in incremental ASP solving for developing effective algorithms for reasoning tasks in the logic programming fragment of ABA that are presumably hard for the second level of the polynomial hierarchy, including skeptical reasoning under preferred semantics as well as preferential reasoning. In particular, we develop non-trivial counterexample-guided abstraction refinement procedures based on incremental ASP solving for these tasks. We also show empirically that the procedures are significantly more effective than previously proposed algorithms for the tasks.
KW - algorithms
KW - Answer set programming
KW - assumption-based argumentation
KW - experimental evaluation
KW - incremental answer set solving
KW - structured argumentation
KW - Algorithms
KW - Incremental answer set solving
KW - Assumption-based argumentation
KW - Structured argumentation
KW - Experimental evaluation
UR - https://arxiv.org/abs/2108.04192
UR - http://www.scopus.com/inward/record.url?scp=85120324326&partnerID=8YFLogxK
U2 - 10.1017/S1471068421000296
DO - 10.1017/S1471068421000296
M3 - Article
VL - 21
SP - 717
EP - 734
JO - Theory and Practice of Logic Programming
JF - Theory and Practice of Logic Programming
SN - 1471-0684
IS - 6
ER -