دانلود مقاله انگلیسی رایگان:چالش Hanabi : مرز جدیدی برای تحقیقات هوش مصنوعی - 2020
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  • The Hanabi challenge: A new frontier for AI research The Hanabi challenge: A new frontier for AI research
    The Hanabi challenge: A new frontier for AI research

    سال انتشار:

    2020


    عنوان انگلیسی مقاله:

    The Hanabi challenge: A new frontier for AI research


    ترجمه فارسی عنوان مقاله:

    چالش Hanabi : مرز جدیدی برای تحقیقات هوش مصنوعی


    منبع:

    Sciencedirect - Elsevier - Artificial Intelligence, 280 (2020) 103216. 10.1016/j.artint.2019.103216


    نویسنده:

    NolanBarda,∗,1, Jakob N.Foersterb,1,2, SarathChandarc, NeilBurcha, MarcLanctota, H.FrancisSongd, EmilioParisottoe,3, VincentDumoulinc, SubhodeepMoitrac, EdwardHughesd, IainDunningd, ShiblMouradf, HugoLarochellec, Marc G.Bellemarec, MichaelBowlinga


    چکیده انگلیسی:

    From the early days of computing, games have been important testbeds for studying how well machines can do sophisticated decision making. In recent years, machine learning has made dramatic advances with artificial agents reaching superhuman performance in challenge domains like Go, Atari, and some variants of poker. As with their predecessors of chess, checkers, and backgammon, these game domains have driven research by providing sophisticated yet well-defined challenges for artificial intelligence practitioners. We continue this tradition by proposing the game of Hanabi as a new challenge domain with novel problems that arise from its combination of purely cooperative gameplay with two to five players and imperfect information. In particular, we argue that Hanabi elevates reasoning about the beliefs and intentions of other agents to the foreground. We believe developing novel techniques for such theory of mind reasoning will not only be crucial for success in Hanabi, but also in broader collaborative efforts, especially those with human partners. To facilitate future research, we introduce the open-source Hanabi Learning Environment, propose an experimental framework for the research community to evaluate algorithmic advances, and assess the performance of current state-of-the-art techniques.
    Keywords: Multi-agent learning | Challenge paper | Reinforcement learning | Games | Theory of mind | Communication | Imperfect information | Cooperative


    سطح: متوسط
    تعداد صفحات فایل pdf انگلیسی: 19
    حجم فایل: 1403 کیلوبایت

    قیمت: رایگان


    توضیحات اضافی:




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