Offline Reinforcement Learning for Wireless Network Optimization with Mixture Datasets
Yang, Kun, Shen, Cong, Yang, Jing, Yeh, Shu-Ping, Sydir, Jerry
Published in 2023 57th Asilomar Conference on Signals, Systems, and Computers (29.10.2023)
Published in 2023 57th Asilomar Conference on Signals, Systems, and Computers (29.10.2023)
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Conference Proceeding
Multi-Agent Reinforcement Learning for Wireless User Scheduling: Performance, Scalablility, and Generalization
Yang, Kun, Li, Donghao, Shen, Cong, Yang, Jing, Yeh, Shu-ping, Sydir, Jerry
Published in 2022 56th Asilomar Conference on Signals, Systems, and Computers (31.10.2022)
Published in 2022 56th Asilomar Conference on Signals, Systems, and Computers (31.10.2022)
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Conference Proceeding
Advancing RAN Slicing with Offline Reinforcement Learning
Yang, Kun, Yeh, Shu-Ping, Zhang, Menglei, Sydir, Jerry, Yang, Jing, Shen, Cong
Published in 2024 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN) (13.05.2024)
Published in 2024 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN) (13.05.2024)
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Conference Proceeding
Advancing RAN Slicing with Offline Reinforcement Learning
Yang, Kun, Yeh, Shu-ping, Zhang, Menglei, Sydir, Jerry, Yang, Jing, Shen, Cong
Year of Publication 16.12.2023
Year of Publication 16.12.2023
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Journal Article
Deep Reinforcement Learning Based Traffic- and Channel-Aware OFDMA Resource Allocation
Balakrishnan, Ravikumar, Sankhe, Kunal, Somayazulu, V. Srinivasa, Vannithamby, Rath, Sydir, Jerry
Published in 2019 IEEE Global Communications Conference (GLOBECOM) (01.12.2019)
Published in 2019 IEEE Global Communications Conference (GLOBECOM) (01.12.2019)
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Conference Proceeding
Advancing RAN Slicing with Offline Reinforcement Learning
Yang, Kun, Shu-ping Yeh, Zhang, Menglei, Sydir, Jerry, Yang, Jing, Shen, Cong
Published in arXiv.org (16.12.2023)
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Published in arXiv.org (16.12.2023)
Paper