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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

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Wenchen Han

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Book Open access Aug 2026

POSTER: Prediction-Enhanced Expert Prefetching and Eviction for MoE Offloading via PRED-MoE

PRED-MoE uses a lightweight predictor to assess which experts are most likely to be required for prefetching and ranks experts by their near-future activation likelihood for eviction, and indicates that it reduces the TPOT of vLLM and HuggingFace by up to 3.02× and 28.62× respectively.

Wenchen Han, S. Vargaftik, Michael Mitzenmacher et al. · 0 citations

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