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Nihar B. Shah

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Preprint Aug 2026

Distributed Training using an Intelligent Network

Distributed training across a wide area network (WAN) is challenging, as continuous parameter exchange by islands of compute is constrained by limited bandwidth, high latency, and uneven topology. We propose making the network an active participant in training. On the systems side, such networks should leverage (i) mul...

Nihar B. Shah, Ben Blier · 0 citations

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