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cs.LG2025
Contrastive Language-Image Pre-Training Model based Semantic Communication Performance Optimization
Shaoran Yang, Dongyu Wei, Hanzhi Yu +3
In this paper, a novel contrastive language-image pre-training (CLIP) model based semantic communication framework is designed. Compared to standard neural network (e.g.,convolutio…
cs.LG2025
Optimizing Model Splitting and Device Task Assignment for Deceptive Signal Assisted Private Multi-hop Split Learning
Dongyu Wei, Xiaoren Xu, Yuchen Liu +2
In this paper, deceptive signal-assisted private split learning is investigated. In our model, several edge devices jointly perform collaborative training, and some eavesdroppers a…
cs.LG2025
Optimizing Communication and Device Clustering for Clustered Federated Learning with Differential Privacy
Dongyu Wei, Xiaoren Xu, Shiwen Mao +1
In this paper, a secure and communication-efficient clustered federated learning (CFL) design is proposed. In our model, several base stations (BSs) with heterogeneous task-handlin…