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Shihan Xiao

Network Technology Lab., Huawei Technologies Co., Ltd

GraphCC: A Practical Graph Learning-based Approach to Congestion Control in Datacenters

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Aug 09, 2023
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MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering

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Mar 31, 2023
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RouteNet-Fermi: Network Modeling with Graph Neural Networks

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Dec 22, 2022
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RouteNet-Erlang: A Graph Neural Network for Network Performance Evaluation

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Feb 28, 2022
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Accelerating Deep Reinforcement Learning for Digital Twin Network Optimization with Evolutionary Strategies

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Feb 01, 2022
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Graph Neural Networks for Communication Networks: Context, Use Cases and Opportunities

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Dec 29, 2021
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Physics Constrained Flow Neural Network for Short-Timescale Predictions in Data Communications Networks

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Dec 23, 2021
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ENERO: Efficient Real-Time Routing Optimization

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Sep 22, 2021
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IGNNITION: Bridging the Gap Between Graph Neural Networks and Networking Systems

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Sep 14, 2021
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Is Machine Learning Ready for Traffic Engineering Optimization?

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Sep 03, 2021
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