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cs.DC2025
Toward Cost-Efficient Serving of Mixture-of-Experts with Asynchrony
Shaoyu Wang, Guangrong He, Geon-Woo Kim +2
Mixture-of-Experts (MoE) architectures offer the promise of larger model capacity without the prohibitive costs of fully dense designs. However, in real-world inference serving, lo…
cs.DC2023★ 1 cited
Lovelock: Towards Smart NIC-hosted Clusters
Seo Jin Park, Ramesh Govindan, Kai Shen +4
Traditional cluster designs were originally server-centric, and have evolved recently to support hardware acceleration and storage disaggregation. In applications that leverage acc…