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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Rui Zhang

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Book Open access Sep 2026

MigMoE: Task-Aware Expert Migration for Faster and More Balanced Expert-Parallel MoE Inference

Sparse Mixture-of-Experts (MoE) architectures scale LLM capacity, but serving them with expert parallelism often suffers from the straggler effect caused by skewed token routing and uneven placement of hot experts across GPUs. Existing methods mitigate stragglers by adjusting token-to-expert distributions or by replica...

Xu Han, Zi-Nuo Cai, Zhuo-Long Jiang et al. · 0 citations
Book Open access Sep 2026

MigMoE: Task-Aware Expert Migration for Faster and More Balanced Expert-Parallel MoE Inference

Sparse Mixture-of-Experts (MoE) architectures scale LLM capacity, but serving them with expert parallelism often suffers from the straggler effect caused by skewed token routing and uneven placement of hot experts across GPUs. Existing methods mitigate stragglers by adjusting token-to-expert distributions or by replica...

Xu Han, Zinuo Cai, Zhuo-Long Jiang et al. · 0 citations

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