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06/11/2023
Straggler-Resilient Decentralized Learning via Adaptive Asynchronous Updates
With the increasing demand for large-scale training of machine learning ...
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12/12/2022
Decentralized Stochastic Multi-Player Multi-Armed Walking Bandits
Multi-player multi-armed bandit is an increasingly relevant decision-mak...
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02/26/2022
Model-free Reinforcement Learning for Content Caching at the Wireless Edge via Restless Bandits
An explosive growth in the number of on-demand content requests has impo...
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09/20/2021
Reinforcement Learning for Finite-Horizon Restless Multi-Armed Multi-Action Bandits
We study a finite-horizon restless multi-armed bandit problem with multi...
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02/11/2021
Straggler-Resilient Distributed Machine Learning with Dynamic Backup Workers
With the increasing demand for large-scale training of machine learning ...
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01/10/2021