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.

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.