On No-Sensing Adversarial Multi-player Multi-armed Bandits with Collision Communications

IEEE Journal on Selected Areas in Information Theory（2021）

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摘要

We study the notoriously difficult no-sensing adversarial multi-player multi-armed bandits (MP-MAB) problem from a new perspective. Instead of focusing on the hardness of multiple players, we introduce a new dimension of hardness, called attackability. All adversaries can be categorized based on the attackability and we introduce Adversary-Adaptive Collision-Communication (A2C2), a family of algor...

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关键词

Stochastic processes,Sensors,Games,Synchronization,Protocols,Focusing,Encoding

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