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cs.LG2026
Decentralized Federated Learning by Partial Message Exchange
Shan Sha, Shenglong Zhou, Xin Wang +2
Decentralized federated learning (DFL) has emerged as a transformative server-free paradigm that enables collaborative learning over large-scale heterogeneous networks. However, it…
cs.LG2025
Distillation-Enabled Knowledge Alignment for Generative Semantic Communications of AIGC Images
Jingzhi Hu, Geoffrey Ye Li
Due to the surging amount of AI-generated images, its provisioning to edges and mobile users from the cloud incurs substantial traffic on networks. Generative semantic communicatio…
cs.LG2024
Zero-Forget Preservation of Semantic Communication Alignment in Distributed AI Networks
Jingzhi Hu, Geoffrey Ye Li
Future communication networks are expected to connect massive distributed artificial intelligence (AI). Exploiting aligned priori knowledge of AI pairs, it is promising to convert…