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Belthangady Akash Vi Narayana Pai

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#machine learning Preprint Aug 2026

DynaNDE: Dynamic Near-Data Expert Scheduling for Batched MoE Inference

DynaNDE is presented, a dynamic near-data expert scheduling framework that exploits NPU-NDP collaboration to accelerate batched MoE inference and introduces an analytical performance model that captures hardware heterogeneity, data-movement costs, and communication-computation overlap in cooperative NPU-NDP execution.

Xiaoyang Lu, Belthangady Akash Vi Narayana Pai, Xian-He Sun · 0 citations

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