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Optimal Mixed Strategies for Cost-Adversarial Planning Games

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F22%3A00359603" target="_blank" >RIV/68407700:21230/22:00359603 - isvavai.cz</a>

  • Alternative codes found

    RIV/68407700:21730/22:00359603

  • Result on the web

    <a href="https://doi.org/10.1609/icaps.v32i1.19797" target="_blank" >https://doi.org/10.1609/icaps.v32i1.19797</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1609/icaps.v32i1.19797" target="_blank" >10.1609/icaps.v32i1.19797</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Optimal Mixed Strategies for Cost-Adversarial Planning Games

  • Original language description

    This paper shows that domain-independent tools from classical planning can be used to model and solve a broad class of game-theoretic problems we call Cost-Adversarial Planning Games (CAPGs). We define CAPGs as 2-player normal-form games specified by a planning task and a finite collection of cost functions. The first player (a planning agent) strives to solve a planning task optimally but has limited knowledge about its action costs. The second player (an adversary agent) controls the actual action costs. Even though CAPGs need not be zero-sum, every CAPG has an associated zero-sum game whose Nash equilibrium provides the optimal randomized strategy for the planning agent in the original CAPG. We show how to find the Nash equilibrium of the associated zero-sum game using a cost-optimal planner via the Double Oracle algorithm. To demonstrate the expressivity of CAPGs, we formalize a patrolling security game and several IPC domains as CAPGs.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Result continuities

  • Project

    <a href="/en/project/EF16_019%2F0000765" target="_blank" >EF16_019/0000765: Research Center for Informatics</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2022

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceedings of the Thirty-Second International Conference on Automated Planning and Scheduling, ICAPS 2022

  • ISBN

    978-1-57735-874-9

  • ISSN

    2334-0835

  • e-ISSN

  • Number of pages

    9

  • Pages from-to

    160-168

  • Publisher name

    AAAI Press

  • Place of publication

    Menlo Park

  • Event location

    Singapur

  • Event date

    Jun 19, 2022

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article