Large-model parameters have grown beyond the capacity of a single xPU, dispersing across multiple xPUs spanning distinct host domains, where xPU-to-xPU communication dominates overall system efficiency. Existing scale-up interconnect remains inadequate: network-based solutions built on Ethernet--such as RoCE (RDMA over...
Zhe-Zhe Peng, Jia-Ming Huang, Chao-Fan Chen et al.· 0 citations
Split fine-tuning divides a large language model (LLM) between a device and an edge server at the base station, with the front layers on the device and the remaining layers on the server. However, the device's limited thermal dissipation can easily cause graphics processing unit (GPU) overheating, which in turn increas...
The space-air-ground-sea integrated networks (SAGSIN) are anticipated to provide seamless and ubiquitous connectivity in remote areas with deficient infrastructure. Nevertheless, the downlink communication to remote unmanned aerial vehicle (UAV) swarms remains challenged due to ultralong-distance propagation, high mobi...
Yu-Ze Tong, Shao-Hua Wu, Qun Wang et al.· 2026 IEEE/CIC International...· 0 citations
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