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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Tianxiang Liu

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Book Open access Aug 2026

HyNA: Taming Tail Latency in MoE Training with Hybrid Switch Silicon

HyNA is a fully serverless aggregation system that eliminates dedicated parameter-server nodes by leveraging a novel hardware-software co-designed switch architecture, and reduces synchronization time by up to 1.6X compared to dynamic INA baselines, without compromising bit-level model accuracy.

Yang Liu, Tianxiang Liu, Hai-Peng Yao · 0 citations

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