Proceedings of the 4th FlexNets Workshop on Flexible Networks Artificial Intelligence Supported Network Flexibility and Agility
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A Reinforcement Learning Framework for Optimizing Throughput in DOCSIS Networks

Proceedings of the 4th FlexNets Workshop on Flexible Networks Artificial Intelligence Supported Network Flexibility and Agility ◽

10.1145/3472735.3473389 ◽

2021 ◽

Author(s):

Kevin Dugan ◽

Maher Harb ◽

Daniel Rice

Keyword(s):

Reinforcement Learning ◽

Learning Framework

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Automated Collaborator Selection for Federated Learning with Multi-armed Bandit Agents

Proceedings of the 4th FlexNets Workshop on Flexible Networks Artificial Intelligence Supported Network Flexibility and Agility ◽

10.1145/3472735.3473388 ◽

2021 ◽

Author(s):

Hannes Larsson ◽

Hassam Riaz ◽

Selim Ickin

Keyword(s):

Download Full-text

Practical Automation for Management Planes of Service Provider Infrastructure

Proceedings of the 4th FlexNets Workshop on Flexible Networks Artificial Intelligence Supported Network Flexibility and Agility ◽

10.1145/3472735.3473391 ◽

2021 ◽

Author(s):

Bingzhe Liu ◽

Kuan-Yen Chou ◽

Pramod Jamkhedkar ◽

Bilal Anwer ◽

Rakesh K. Sinha ◽

...

Keyword(s):

Service Provider

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Reinforcement Learning and Energy-Aware Routing

Proceedings of the 4th FlexNets Workshop on Flexible Networks Artificial Intelligence Supported Network Flexibility and Agility ◽

10.1145/3472735.3473390 ◽

2021 ◽

Author(s):

Piotr Fröhlich ◽

Erol Gelenbe ◽

Mateusz Nowak

Keyword(s):

Reinforcement Learning ◽

Energy Aware ◽

Energy Aware Routing

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Internet Traffic Classification Using an Ensemble of Deep Convolutional Neural Networks

Proceedings of the 4th FlexNets Workshop on Flexible Networks Artificial Intelligence Supported Network Flexibility and Agility ◽

10.1145/3472735.3473386 ◽

2021 ◽

Author(s):

Amin Shahraki ◽

Mahmoud Abbasi ◽

Amir Taherkordi ◽

Mohammed Kaosar

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Internet Traffic ◽

Traffic Classification ◽

Deep Convolutional Neural Networks ◽

Internet Traffic Classification

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FedRAN

Proceedings of the 4th FlexNets Workshop on Flexible Networks Artificial Intelligence Supported Network Flexibility and Agility ◽

10.1145/3472735.3473392 ◽

2021 ◽

Author(s):

Aashish Gottipati ◽

Alex Stewart ◽

Jiawen Song ◽

Qianlang Chen

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Recommending Changes on QoE Factors with Conditional Variational AutoEncoder

Proceedings of the 4th FlexNets Workshop on Flexible Networks Artificial Intelligence Supported Network Flexibility and Agility ◽

10.1145/3472735.3473387 ◽

2021 ◽

Author(s):

Selim Ickin

Keyword(s):

Variational Autoencoder

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Mitigation of Scheduling Violations in Time-Sensitive Networking using Deep Deterministic Policy Gradient

Proceedings of the 4th FlexNets Workshop on Flexible Networks Artificial Intelligence Supported Network Flexibility and Agility ◽

10.1145/3472735.3473385 ◽

2021 ◽

Author(s):

Boyang Zhou ◽

Liang Cheng

Keyword(s):

Policy Gradient

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AI-driven Closed-loop Automation in 5G and beyond Mobile Networks

Proceedings of the 4th FlexNets Workshop on Flexible Networks Artificial Intelligence Supported Network Flexibility and Agility ◽

10.1145/3472735.3474458 ◽

2021 ◽

Author(s):

Raouf Boutaba ◽

Nashid Shahriar ◽

Mohammad A. Salahuddin ◽

Shihabur R. Chowdhury ◽

Niloy Saha ◽

...

Keyword(s):

Mobile Networks ◽

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