Information Sciences · 2019 · 162 citations · 31 references
ComputingCloud ComputingMachine LearningMarkov Decision ProcessesSchedulingDynamic SchedulingReal-time Resource ManagementReinforcement LearningResource ProvisioningResource SchedulingResource-constrained SchedulingDeep Reinforcement LearningDynamic Network Resource AllocationDynamic Resource ManagementDynamic Resource ProvisioningEdge Resource SchedulingNetwork SlicingSlicing
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Gradient-based learning applied to document recognition
Yann LeCun, Léon Bottou, Yoshua Bengio et al. · Proceedings of the IEEE · 1998 · 58.2K citations · Full text
Human-level control through deep reinforcement learning
Volodymyr Mnih, Koray Kavukcuoglu, David Silver et al. · Nature · 2015 · 30K citations
Mastering the game of Go with deep neural networks and tree search
David Silver, Aja Huang, Chris J. Maddison et al. · Nature · 2016 · 15.8K citations
Continuous control with deep reinforcement learning
Timothy Lillicrap, Jonathan J. Hunt, Alexander Pritzel et al. · arXiv (Cornell University) · 2015 · 5.4K citations · Full text
Computing, Computer Science, Physics +17
Deep Reinforcement Learning: A Brief Survey
Kai Arulkumaran, Marc Peter Deisenroth, Miles Brundage et al. · IEEE Signal Processing Magazine · 2017 · 4.3K citations