Leveraging large language models (LLMs) for fault diagnosis in communication networks is considered a promising direction. However, communication-network faults often manifest as cross-layer degradations and are reflected in heterogeneous observations, making them difficult to directly represent for LLM reasoning. This...
Tiao Tan, Feng-Xiao Tang, Lin-Feng Luo et al.· IEEE Transactions on Communi...· 5 citations
In autonomous driving, heterogeneous agents interact asymmetrically and change dynamically. This often causes coordination inconsistency, policy mismatch and long-horizon prediction drift. The problem becomes more challenging when communication availability, interaction connectivity, and information freshness change dy...
Bin Wang, Wei Liu, Wei She et al.· IEEE Transactions on Cogniti...· 0 citations
Many real-world problems involve hierarchical multi-objective optimization over coupled sequential decisions. A common strategy is to combine heuristic planning with deep reinforcement learning (DRL). While existing hybrid methods often show strong empirical performance, the coupled closed-loop learning dynamics betwee...
Wei Zhao, Kai Wang, Xiangyu Liu et al.· IEEE Transactions on Mobile...· 0 citations
Beam prediction under integrated sensing and communication is a fundamental building block for next-generation communication networks. However, achieving reliable beam prediction in practical systems remains challenging due to the conflicting requirements of high accuracy, ultra-low latency, and strict model complexity...
Jia-Hao Lei, Chen-Bo Wu, Xiang Li et al.· IEEE Transactions on Mobile...· 0 citations
Recently, wireless local area networks (WLAN) with dense access points (APs) and multi-AP coordination (MAPC) have emerged as promising solutions for enabling coordinated transmission and reducing interference. Several coordination schemes have been proposed for MAPC. Among them, coordinated spatial reuse (C-SR) and co...
Kouki Iizuka, Hiroaki Hashida, Y. Kawamoto et al.· IEEE Transactions on Cogniti...· 0 citations
Space Computing Power Networks (SCPNs), also termed as Satellite Comptuting Power Networks, as an integration of satellite networks, orbital computing, and terrestrial infrastructure, have been becoming an emerging architecture and attracting growing research attention during the past few years. Beyond meeting the diff...
Shi Chen, Y. Wu, Bomin Mao et al.· IEEE Communications Surveys...· 0 citations
Unmanned aerial vehicle (UAV)-assisted mobile edge computing (MEC) systems provide flexible computing services for resource-constrained devices, but malicious jamming attacks introduce dynamic channel conditions and resource competition, making joint trajectory and resource optimization challenging. This paper investig...
Yeguang Qin, Jie Tang, Fengxiao Tang et al.· IEEE Transactions on Communi...· 0 citations
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