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

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Young-Jin Kim

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Open access 2026

PUMA: A PMU-Guided Multi-Domain Layer-Aware DVFS Framework for Low-Power Mobile AI on Smartphones

PUMA combines offline layer/layer-chain PMU characterization with online GPU PMU observations to identify execution characteristics associated with compute-bound, memory-bound, and bursty phases and achieves a lower energy-delay product than the existing governor across all evaluated workloads.

W. Chang, Seung-Ryeol Ohk, Young-Jin Kim · 0 citations

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