On the Specialization of FDRL Agents for Scalable and Distributed 6G RAN Slicing Orchestration

Author:

Rezazadeh Farhad1ORCID,Zanzi Lanfranco2ORCID,Devoti Francesco2ORCID,Chergui Hatim3ORCID,Costa-Perez Xavier4ORCID,Verikoukis Christos5ORCID

Affiliation:

1. Telecommunications Technological Center of Catalonia, Technical University of Catalonia, Barcelona, Spain

2. NEC Laboratories Europe, Heidelberg, Germany

3. Telecommunications Technological Center of Catalonia, Barcelona, Spain

4. NEC Laboratories Europe, i2CAT Foundation, ICREA, Barcelona, Spain

5. University of Patras, ATHENA/ISI, IQUADRAT Informatica, Barcelona, Spain

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Computer Networks and Communications,Aerospace Engineering,Automotive Engineering

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1. Enhancing Vehicular Networks With Hierarchical O-RAN Slicing and Federated DRL;IEEE Transactions on Green Communications and Networking;2024-09

2. Network Selection Over 5G-Advanced Heterogeneous Networks Based on Federated Learning and Cooperative Game Theory;IEEE Transactions on Vehicular Technology;2024-08

3. Blockchain and Trustworthy Reputation for Federated Learning: Opportunities and Challenges;2024 IEEE International Mediterranean Conference on Communications and Networking (MeditCom);2024-07-08

4. ODL: Opportunistic Distributed Learning for Intelligent IoT Systems;IEEE Internet of Things Magazine;2024-07

5. Enhancing Cloud-Native Resource Allocation with Probabilistic Forecasting Techniques in O-RAN;2024 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit);2024-06-03

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