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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Hai-Peng Yao

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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
2026

A2ProSFC: Agentic AI-Enabled Proactive SFC Orchestration in Embodied Edge Intelligence Networks

Embodied Artificial Intelligence (AI) integrates multimodal large models into Embodied Agents (EAs), driving the evolution of Embodied Edge Intelligence Networks (EEINs) to handle the heterogeneous requests generated by EAs. To guarantee service performance for heterogeneous requests, Service Function Chain (SFC) orche...

Tianhao Ouyang, Yichi Zhang, Xiaoxu Ren et al. · 0 citations

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