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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

Shuyi Pei

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Conference Open access Sep 2026

Rethinking Near-Data Processing Execution: Enabling Device Collaboration with CXL Peer-To-Peer Communication

NDP-CP's task handoff between peers reduces latency by 12-46% over prior systems relying on host-mediated coordination, while deferring memory operations in NDP-CP leads to a 21-41% latency reduction over modern caching mechanisms for NUMA memory management without explicit data replication.

Shao-Peng Yang, Sandy Lin, Gong-Jin Sun et al. · 0 citations
Book Open access Jul 2026

COMETS: Cost-effective Multi-node Efficient Training System with Memory Pooling and Sharing

By enabling scalable GPU memory expansion and introducing an alternative inter-node data path, COMETS reduces reliance on NIC-based inter-node networking and supports efficient training across diverse cluster environments and proposes a heterogeneous-aware training strategy to identify optimal training configurations.

Hanqiu Chen, Shao-Peng Yang, Mohammadreza Soltaniyeh et al. · 0 citations

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