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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Ran Ben Basat

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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
#artificial intelligence Preprint Aug 2026

Entropy-Constrained Adaptive Stochastic Quantization

The Entropy Constrained Adaptive Stochastic Quantization problem is formulated, which jointly selects adaptive quantization values to minimize MSE under an entropy budget and an unbiasedness constraint, and an iterative refinement procedure is provided for the approximation solution.

Ran Ben Basat, Y. Ben-Itzhak, Michael Mitzenmacher et al. · 0 citations

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