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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yuchen Liu

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#federated learning Book Open access Nov 2026

Joint Optimizing Federated Learning and Unlearning over Wireless Networks

In this paper, a communication and energy-efficient federated learning (FL) and unlearning (FU) co-designed framework is proposed. In the considered model, multiple edge devices collaboratively train a model. Users are allowed to quit the FL training and remove their data impacts on the trained model. Hence, an FU trai...

Dong-Yu Wei, Han-Zhi Yu, Yu-Chen Liu et al. · 0 citations
Conference Jul 2026

Twin-Guided Meta Learning for Generalizable UAV Trajectory Planning in Low-Altitude Wireless Networks

Ensuring QoS provisioning in low-altitude wireless networks requires UAV positioning and navigation strategies that adapt to dynamic environments and generalizes across heterogeneous network scenarios. This paper proposes a digital twin (DT)-assisted meta reinforcement learning framework for multi-agent UAV trajectory...

Jiayuan Huang, E. Tucker, Ruozhou Yu et al. · 0 citations

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