Cloud-Edge Collaboration
No active maintenance.
Framework
Automatic Graph Partitioning
SPINN: Synergistic Progressive Inference of Neural Networks over Device and Cloud (MobiCom 2020) [Paper]
Samsung AI Center & Cambridge
Early-exit; split CNNs at runtime.
Dynamic Adaptive DNN Surgery for Inference Acceleration on the Edge (INFOCOM 2019) [Paper]
PolyU & Sydney
DNN surgery: Consider different network conditions; characterize DNNs as DAG rather than a chain.
Neurosurgeon: Collaborative Intelligence Between the Cloud and Mobile Edge (ASPLOS 2017) [Personal Notes] [Paper]
UMich
At the granularity of NN layers; select one partition point.
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