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- W3197642789 abstract "In this work, we study the no-sensing adversarial multi-player multi-armed bandits problem. A new dimension of hardness, called attackability, is introduced, which is orthogonal to the hardness of multiple players. All adversaries can be categorized based on the attackability and we introduce Adversary-Adaptive Collision-Communication (A2C2), a family of algorithms with forced-collision communications among players. Information-theoretic tools of the Z-channel model, error-correction/detection coding, and randomized communication are utilized to address the challenge of implicit communication without collision information in an adversarial environment. Theoretical analysis proves that asymptotic attackability-dependent sublinear regrets can be achieved, which do not have an exponential dependence on the number of players and as a result reveal a fundamental tradeoff between the two dimensions of hardness in this problem." @default.
- W3197642789 created "2021-09-13" @default.
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- W3197642789 date "2021-07-12" @default.
- W3197642789 modified "2023-09-26" @default.
- W3197642789 title "An Attackability Perspective on No-Sensing Adversarial Multi-player Multi-armed Bandits" @default.
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- W3197642789 doi "https://doi.org/10.1109/isit45174.2021.9517726" @default.
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