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A Deterministic Constant-Competitive Algorithm for Dynamic Mixture-of-Experts Serving

D'Ambrosio, Ian
arXiv (All) · Papers
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data-structures-and-algorithmsmachine-learning
Dynamic Mixture-of-Experts Serving allocates k replica GPUs among m experts as workloads change. At each round, the online algorithm sees the current workload, chooses integral replica counts, and pays bottleneck service cost plus replica movement. It does not know future workloads. Huang, Lou, and
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