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Shunqing Zhang

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Open access Aug 2026

Throughput Maximization for MapReduce-Based Collaborative Computing Over Energy-Harvesting Wireless Devices

This letter studies resource allocation for MapReduce-based collaborative computing over heterogeneous wireless devices powered by renewable energy harvesting. We formulate a long-run average throughput maximization problem that jointly optimizes computing load, phase time allocations, transmit power, and per-device en...

Yu-Hang Li, Si-Jie Sun, Hong Zheng et al. · 0 citations
#graph neural networks Open access Oct 2026

Fed-MoSeC: A Federated Learning Framework for Cross-Modal Semantic Communication Systems in Mobile Networks

Semantic communication systems in mobile networks necessitate real-time collaborative updates of semantic encoders as a result of node mobility that induces semantic extraction drift. However, diversity within modal transmission content and heterogeneous encoder architectures, along with challenges such as imbalanced t...

Yushi Wang, Zheng-Xin Yu, Gu-Han Zheng et al. · 0 citations
Preprint Aug 2026

Generalizable and Computational Efficient Channel Extrapolation for 6G: A Configurable AI-Driven Framework Built from a Modular Perspective

A configurable AI-driven framework to achieve generalizable and computational efficient channel extrapolation from a modular perspective is proposed, which assumes that CSI correlations can be captured by a small number of specialized functional modules (experts) that are activated differently across scenarios.

Yuan Gao, Xin-Yi Wu, J. Jun et al. · 0 citations

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