Robust Weighted Partial Maximum Satisfiability Problem: Challenge to Σ2P -Complete Problem

Tomoya Sugahara, Kaito Yamashita, Nathanaël Barrot, Miyuki Koshimura, Makoto Yokoo

研究成果: 書籍/レポート タイプへの寄稿会議への寄与

抄録

This paper introduces a new problem called the Robust Maximum Satisfiability problem (R-MaxSAT), as well as its extension called the Robust weighted Partial MaxSAT (R-PMaxSAT). In R-MaxSAT (or R-PMaxSAT), a problem solver called defender hopes to maximize the number of satisfied clauses (or the sum of their weights) as the standard MaxSAT/partial MaxSAT problem, although she must ensure that the obtained solution is robust (In this paper, we use the pronoun “she” for the defender and “he” for the attacker). We assume an adversary called the attacker will flip some variables after the defender selects a solution. R-PMaxSAT can formalize the robust Clique Partitioning Problem (robust CPP), where CPP has many real-life applications. We first demonstrate that the decision version of R-MaxSAT is Σ2P -complete. Then, we develop two algorithms to solve R-PMaxSAT, by utilizing a state-of-the-art SAT solver or a Quantified Boolean Formula (QBF) solver as a subroutine. Our experimental results show that we can obtain optimal solutions within a reasonable amount of time for randomly generated R-MaxSAT instances with 30 variables and 150 clauses (within 40 s) and R-PMaxSAT instances based on CPP benchmark problems with 60 vertices (within 500 s).

本文言語英語
ホスト出版物のタイトルPRICAI 2022
ホスト出版物のサブタイトルTrends in Artificial Intelligence - 19th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2022, Proceedings
編集者Sankalp Khanna, Jian Cao, Quan Bai, Guandong Xu
出版社Springer Science and Business Media Deutschland GmbH
ページ17-31
ページ数15
ISBN(印刷版)9783031208614
DOI
出版ステータス出版済み - 2022
イベント19th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2022 - Shangai, 中国
継続期間: 11月 10 202211月 13 2022

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
13629 LNCS
ISSN(印刷版)0302-9743
ISSN(電子版)1611-3349

会議

会議19th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2022
国/地域中国
CityShangai
Period11/10/2211/13/22

!!!All Science Journal Classification (ASJC) codes

  • 理論的コンピュータサイエンス
  • コンピュータサイエンス一般

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