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Learning in Strategic Queuing with Geometric Recharge: From Bandits to Systems

Foster, Cristian Palma et al.
arXiv (All) · Papers
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computer-science-and-game-theorymachine-learningperformance
We study packet routing in queuing systems where queues act as selfish, myopic agents that use no-regret learning algorithms to select servers with unknown service rates. To model the small buffers used in data centers, we assume that each server has a single-packet buffer. Even such a tiny buffer a
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