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cs.LG2023★ 2 cited
DVFO: Learning-Based DVFS for Energy-Efficient Edge-Cloud Collaborative Inference
Ziyang Zhang, Yang Zhao, Huan Li +2
Due to limited resources on edge and different characteristics of deep neural network (DNN) models, it is a big challenge to optimize DNN inference performance in terms of energy c…
cs.LG2023
BCEdge: SLO-Aware DNN Inference Services with Adaptive Batching on Edge Platforms
Ziyang Zhang, Huan Li, Yang Zhao +2
As deep neural networks (DNNs) are being applied to a wide range of edge intelligent applications, it is critical for edge inference platforms to have both high-throughput and low-…