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The Khronos Group Inc., 2025

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cs.LG 1

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2025 1

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CONDITIONAL 1

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Scaling On-Device GPU Inference for Large Generative Models

cs.LG · 2025-05-01 · conditional · novelty 5.0

An on-device GPU inference framework reports 5-11x prefill speedups on mobile GPUs and up to 1.9x decode speedups versus open-source engines, but the order-of-magnitude claim does not hold on desktop or for decode.

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  • Scaling On-Device GPU Inference for Large Generative Models cs.LG · 2025-05-01 · conditional · none · ref 2

    An on-device GPU inference framework reports 5-11x prefill speedups on mobile GPUs and up to 1.9x decode speedups versus open-source engines, but the order-of-magnitude claim does not hold on desktop or for decode.