Cloud-Edge Collaboration
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Walle: An End-to-End, General-Purpose, and Large-Scale Production System for Device-Cloud Collaborative Machine Learning () [] [] []
Alibaba
Production system; support for collaborative ML; optimized for mobile devices.
SPINN: Synergistic Progressive Inference of Neural Networks over Device and Cloud (MobiCom 2020) []
Samsung AI Center & Cambridge
Early-exit; split CNNs at runtime.
Dynamic Adaptive DNN Surgery for Inference Acceleration on the Edge (INFOCOM 2019) []
PolyU & Sydney
DNN surgery: Consider different network conditions; characterize DNNs as DAG rather than a chain.
Distributed Deep Neural Networks Over the Cloud, the Edge and End Devices (ICDCS 2017) [] []
Harvard
DDNN: Distribute DNN across the cloud, the edge and end devices.
Neurosurgeon: Collaborative Intelligence Between the Cloud and Mobile Edge () [] []
UMich
At the granularity of NN layers; select one partition point.