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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

Shao-Ke Xi

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Book Open access Sep 2026

A Few GPUs, A Whole Lotta Scale: Faithful LLM Training Emulation with CrystalLLM

Large language model (LLM) training today runs on clusters spanning thousands of GPUs. While this scale enables rapid model advances, developing, debugging, and performance-tuning, the training framework inevitably becomes complex and costly. This is because engineers often need to reproduce production behaviors to dia...

Shao-Ke Xi, ChonLam Lao, Bo-Yi Jia et al. · 0 citations
#natural language process... Preprint Oct 2024

Accelerating Stateful Network Applications with Performance Prediction on SoC SmartNICs

Vela is a predictive compiler that replaces the manual tuning loop with fast, automated analysis, using a novel, state-centric analytical model to estimate the throughput ceiling of any given resource allocation plan, complemented by a lightweight runtime that dynamically manages cache contents within the compiled memo...

Shao-Ke Xi, Jia-Qi Gao, Fu-Liang Li et al. · 0 citations

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