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08/04/2023
Learning Optimal Admission Control in Partially Observable Queueing Networks
We present an efficient reinforcement learning algorithm that learns the...
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04/03/2023
Load Balancing with Job-Size Testing: Performance Improvement or Degradation?
In the context of decision making under explorable uncertainty, scheduli...
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02/21/2023
Reinforcement Learning in a Birth and Death Process: Breaking the Dependence on the State Space
In this paper, we revisit the regret of undiscounted reinforcement learn...
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04/04/2022
Asynchronous Load Balancing and Auto-scaling: Mean-Field Limit and Optimal Design
We introduce a Markovian framework for load balancing where classical al...
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04/21/2021