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cs.LG2025
SlimCaching: Edge Caching of Mixture-of-Experts for Distributed Inference
Qian Chen, Xianhao Chen, Kaibin Huang
Mixture-of-Experts (MoE) models improve the scalability of large language models (LLMs) by activating only a small subset of relevant experts per input. However, the sheer number o…
cs.LG2024★ 2 cited
FedMeld: A Model-dispersal Federated Learning Framework for Space-ground Integrated Networks
Qian Chen, Xianhao Chen, Kaibin Huang
To bridge the digital divide, space-ground integrated networks (SGINs) are expected to deliver artificial intelligence (AI) services to every corner of the world. One key mission o…