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A Scalable Deep Reinforcement Learning Approach for Traffic Engineering Based on Link Control.

, , , , , and . IEEE Commun. Lett., 25 (1): 171-175 (2021)

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Enabling efficient routing for traffic engineering in SDN with Deep Reinforcement Learning., , , , , and . Comput. Networks, (2024)DeepWeave: Accelerating Job Completion Time with Deep Reinforcement Learning-based Coflow Scheduling., , , , , and . IJCAI, page 3314-3320. ijcai.org, (2020)Scheduled for July 2020, Yokohama, Japan, postponed due to the Corona pandemic..Learning-based Data Separation for Write Amplification Reduction in Solid State Drives., , , , , , , , , and . DAC, page 1-6. IEEE, (2023)SINET: Enabling Scalable Network Routing with Deep Reinforcement Learning on Partial Nodes., , , , , and . SIGCOMM Posters and Demos, page 88-89. ACM, (2019)FTLink: Efficient and flexible link fault tolerance scheme for data plane in Software-Defined Networking., , , , and . Future Gener. Comput. Syst., (2020)OpenEmbedding: A Distributed Parameter Server for Deep Learning Recommendation Models using Persistent Memory., , , , , , , , , and 3 other author(s). ICDE, page 2976-2987. IEEE, (2023)QOS-Aware Flow Control for Power-Efficient Data Center Networks with Deep Reinforcement Learning., , , , and . ICASSP, page 3552-3556. IEEE, (2020)DeepMigration: Flow Migration for NFV with Graph-based Deep Reinforcement Learning., , , , , , and . ICC, page 1-6. IEEE, (2020)A Scalable Deep Reinforcement Learning Approach for Traffic Engineering Based on Link Control., , , , , and . IEEE Commun. Lett., 25 (1): 171-175 (2021)Combining Deep Reinforcement Learning With Graph Neural Networks for Optimal VNF Placement., , , , and . IEEE Commun. Lett., 25 (1): 176-180 (2021)