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cs.LG2025

Sum Rate Maximization in STAR-RIS-UAV-Assisted Networks: A CA-DDPG Approach for Joint Optimization

Yujie Huang, Haibin Wan, Xiangcheng Li +4

With the rapid advances in programmable materials, reconfigurable intelligent surfaces (RIS) have become a pivotal technology for future wireless communications. The simultaneous t…

eess.SP2025

Fair Rate Maximization for Multi-User Multi-Cell MISO Communication Systems via Novel Transmissive RIS Transceiver

Yuan Guo, Wen Chen, Qingqing Wu +4

This paper explores a multi-cell multiple-input single-output (MISO) downlink communication system enabled by a unique transmissive reconfigurable intelligent surface (TRIS) transc…

eess.SP2025

Movable Antenna Enhanced Networked Integrated Sensing and Communication System

Yuan Guo, Wen Chen, Qingqing Wu +5

Integrated sensing and communication (ISAC) is a key technology for future 6G networks. Most existing studies focus on monostatic and/or bistatic setups with limited coverage and c…

cs.LG2025

Hierarchical Federated Learning for Social Network with Mobility

Zeyu Chen, Wen Chen, Jun Li +5

Federated Learning (FL) offers a decentralized solution that allows collaborative local model training and global aggregation, thereby protecting data privacy. In conventional FL f…

cs.DC2025

Analysis and Optimization of Wireless Multimodal Federated Learning on Modal Heterogeneity

Xuefeng Han, Wen Chen, Jun Li +6

Multimodal federated learning (MFL) is a distributed framework for training multimodal models without uploading local multimodal data of clients, thereby effectively protecting cli…

cs.LG2025

Semi-Supervised Federated Learning via Dual Contrastive Learning and Soft Labeling for Intelligent Fault Diagnosis

Yajiao Dai, Jun Li, Zhen Mei +5

Intelligent fault diagnosis (IFD) plays a crucial role in ensuring the safe operation of industrial machinery and improving production efficiency. However, traditional supervised d…