EMC state is required in latency models for edge inference governors; EMC-blind CPU/GPU fits miss 25-28% deadlines while EMC-aware refits limit misses to 1.3% and identify feasible energy points across vision and LLM workloads.
Evaluating the energy impact of device parameters for DNN inference on edge,
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Edge-Inference Governors Need Memory-Clock State
EMC state is required in latency models for edge inference governors; EMC-blind CPU/GPU fits miss 25-28% deadlines while EMC-aware refits limit misses to 1.3% and identify feasible energy points across vision and LLM workloads.