Games on Graphs: A Time-Efficient Algorithm for Solving Finite Reachability and Safety Games
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arXiv
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866909219699032064 |
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| author | Giannetti, Christian |
| author_facet | Giannetti, Christian |
| contents | In recent years, there has been a growing interest in games on graphs within the research community, fueled by their relevance in applications such as economics, politics, and epidemiology. This paper aims to comprehensively detail the design decisions involved in developing a time-efficient algorithm for solving finite reachability and safety games on graphs. The primary contribution of this work is the introduction of a novel algorithm that effectively addresses both reachability and safety games by exploiting their inherent duality. The performance of the proposed algorithm is rigorously evaluated against traditional methods using a randomized testing framework. The paper is organized as follows: first, we provide the reader with a theoretical overview of reachability and safety games, followed by an in-depth discussion on the construction of the playing arena. A formal definition of reachability and safety games and a review of traditional algorithms for their resolution are then presented. Subsequently, the multiple-perspective algorithm is introduced along with its optimizations. The paper concludes with an extensive set of experiments and a comprehensive discussion of their results. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2406_05245 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Games on Graphs: A Time-Efficient Algorithm for Solving Finite Reachability and Safety Games Giannetti, Christian Computer Science and Game Theory In recent years, there has been a growing interest in games on graphs within the research community, fueled by their relevance in applications such as economics, politics, and epidemiology. This paper aims to comprehensively detail the design decisions involved in developing a time-efficient algorithm for solving finite reachability and safety games on graphs. The primary contribution of this work is the introduction of a novel algorithm that effectively addresses both reachability and safety games by exploiting their inherent duality. The performance of the proposed algorithm is rigorously evaluated against traditional methods using a randomized testing framework. The paper is organized as follows: first, we provide the reader with a theoretical overview of reachability and safety games, followed by an in-depth discussion on the construction of the playing arena. A formal definition of reachability and safety games and a review of traditional algorithms for their resolution are then presented. Subsequently, the multiple-perspective algorithm is introduced along with its optimizations. The paper concludes with an extensive set of experiments and a comprehensive discussion of their results. |
| title | Games on Graphs: A Time-Efficient Algorithm for Solving Finite Reachability and Safety Games |
| topic | Computer Science and Game Theory |
| url | https://arxiv.org/abs/2406.05245 |