Cloud-Edge Collaboration

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Framework

  • Walle: An End-to-End, General-Purpose, and Large-Scale Production System for Device-Cloud Collaborative Machine Learning (OSDI 2022) [Paper] [Code] [中文官网]

    • Alibaba

    • Production system; support for collaborative ML; optimized for mobile devices.

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.

  • Distributed Deep Neural Networks Over the Cloud, the Edge and End Devices (ICDCS 2017) [Paper] [Code]

    • Harvard

    • DDNN: Distribute DNN across the cloud, the edge and end devices.

  • 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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