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cs.LG2020★ 1 cited
Scaling Up Deep Neural Network Optimization for Edge Inference
Bingqian Lu, Jianyi Yang, Shaolei Ren
Deep neural networks (DNNs) have been increasingly deployed on and integrated with edge devices, such as mobile phones, drones, robots and wearables. To run DNN inference directly…
cs.DC2020
A Note on Latency Variability of Deep Neural Networks for Mobile Inference
Luting Yang, Bingqian Lu, Shaolei Ren
Running deep neural network (DNN) inference on mobile devices, i.e., mobile inference, has become a growing trend, making inference less dependent on network connections and keepin…