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  • title: One More Step Towards Reality: Cooperative Bandits with Imperfect Communication
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            One More Step Towards Reality: Cooperative Bandits with Imperfect Communication
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            One More Step Towards Reality: Cooperative Bandits with Imperfect Communication

            Dec 6, 2021

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            Udari Madhushani

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            Abhimanyu Dubey

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            Naomi Leonard

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            About

            The cooperative bandit problem is increasingly becoming relevant due to its applications in large-scale decision-making. However, most research for this problem focuses exclusively on the setting with perfect communication, whereas in most real-world distributed settings, communication is often over stochastic networks, with arbitrary corruptions and delays. In this paper, we study cooperative bandit learning under three typical real-world communication scenarios, namely, (a) message-passing ove…

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