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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

Shu Yin

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Book Open access Sep 2026

PINCH: Predictive Importance-Sampling-Informed Cache for I/O-Bound DNN Training

DNN training on large datasets is often bottlenecked by data I/O rather than GPU computation. Shuffled SGD destroys temporal locality, rendering conventional caching and prefetching ineffective. Two classes of system address this: clairvoyant caches that exploit the deterministic access trace of seeded shuffling to pla...

Yu-Chen Liu, Shu Yin · 0 citations
Book Open access Sep 2026

PINCH: Predictive Importance-Sampling-Informed Cache for I/O-Bound DNN Training

DNN training on large datasets is often bottlenecked by data I/O rather than GPU computation. Shuffled SGD destroys temporal locality, rendering conventional caching and prefetching ineffective. Two classes of system address this: clairvoyant caches that exploit the deterministic access trace of seeded shuffling to pla...

Yu-Chen Liu, Shu Yin · 0 citations

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