联邦学习赋能6G 网络综述
耿光磊， 高博， 熊轲， 樊平毅， 陆杨， 王煜炜 - 物联网学报, 2023 - infocomm-journal.com
基于内生人工智能(AI, artificial intelligence) 在大规模复杂异构网络中实现万物智联是6G
的重要特征之一. 联邦学习(FL, federated learning) 因其数据处理本地化这一特有的机器学习 …
的重要特征之一. 联邦学习(FL, federated learning) 因其数据处理本地化这一特有的机器学习 …
Green concerns in federated learning over 6G
As Information, Communications, and Data Technology (ICDT) are deeply integrated, the
research of 6G gradually rises. Meanwhile, federated learning (FL) as a distributed artificial …
research of 6G gradually rises. Meanwhile, federated learning (FL) as a distributed artificial …
Combining federated learning and edge computing toward ubiquitous intelligence in 6G network: Challenges, recent advances, and future directions
Full leverage of the huge volume of data generated on a large number of user devices for
providing intelligent services in the 6G network calls for Ubiquitous Intelligence (UI). A key to …
providing intelligent services in the 6G network calls for Ubiquitous Intelligence (UI). A key to …
Towards ubiquitous AI in 6G with federated learning
With 5G cellular systems being actively deployed worldwide, the research community has
started to explore novel technological advances for the subsequent generation, ie, 6G. It is …
started to explore novel technological advances for the subsequent generation, ie, 6G. It is …
Combining Federated Learning and Edge Computing toward Ubiquitous Intelligence: Challenges, Recent Advances, and Future Directions
Full leverage of the huge volume of data generated on a large number of user devices for
providing intelligent services in the 6G network calls for Ubiquitous Intelligence (UI). A key to …
providing intelligent services in the 6G network calls for Ubiquitous Intelligence (UI). A key to …
Federated learning for 6G communications: Challenges, methods, and future directions
As the 5G communication networks are being widely deployed worldwide, both industry and
academia have started to move beyond 5G and explore 6G communications. It is generally …
academia have started to move beyond 5G and explore 6G communications. It is generally …
Federated learning for 6g: Paradigms, taxonomy, recent advances and insights
Artificial Intelligence (AI) is expected to play an instrumental role in the next generation of
wireless systems, such as sixth-generation (6G) mobile network. However, massive data …
wireless systems, such as sixth-generation (6G) mobile network. However, massive data …
Investigating Federated Learning Implementation Challenges in 6G Network
S Paul - 2024 Fourth International Conference on Advances in …, 2024 - ieeexplore.ieee.org
The rapid progress and deployment beyond 5G and moving towards a 6G network demand
the stipulation for network intelligence by applying advanced ML-driven approaches. The …
the stipulation for network intelligence by applying advanced ML-driven approaches. The …
Empowering the edge intelligence by air-ground integrated federated learning in 6G networks
Ubiquitous intelligence has been widely recognized as a critical vision of the future sixth
generation (6G) networks, which implies the intelligence over the whole network from the …
generation (6G) networks, which implies the intelligence over the whole network from the …
Edge-native intelligence for 6G communications driven by federated learning: A survey of trends and challenges
New technological advancements in wireless networks have enlarged the number of
connected devices. The unprecedented surge of data volume in wireless systems …
connected devices. The unprecedented surge of data volume in wireless systems …