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cs.IT2024
Aggregation Design for Personalized Federated Multi-Modal Learning over Wireless Networks
Benshun Yin, Zhiyong Chen, Meixia Tao
Federated Multi-Modal Learning (FMML) is an emerging field that integrates information from different modalities in federated learning to improve the learning performance. In this…
cs.IT2023★ 1 cited
Knowledge Distillation and Training Balance for Heterogeneous Decentralized Multi-Modal Learning over Wireless Networks
Benshun Yin, Zhiyong Chen, Meixia Tao
Decentralized learning is widely employed for collaboratively training models using distributed data over wireless networks. Existing decentralized learning methods primarily focus…
cs.IT2021
Autoencoder-based Semantic Communication Systems with Relay Channels
Xinlai Luo, Zhiyong Chen, Bin Xia +1
In this letter, we propose a semantic communication scheme for wireless relay channels based on Autoencoder, named AESC, which encodes and decodes sentences from the semantic dimen…