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

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Valerio Torsiello

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Book Open access Aug 2026

Ampel: Scheduling at the Network Cut in ML Training

The size and communication patterns of modern ML training workloads place significant strain on datacenter fabrics. When bandwidth demand exceeds capacity, flows experience slowdowns and iteration time grows larger. Fine-grained load-balancing such as packet spraying cannot fully resolve this issue, yet it can shift th...

Valerio Torsiello, Ayush Mishra, Sushovan Das et al. · 0 citations

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