Nebula: An Edge-Cloud Collaborative Learning Framework for Dynamic Edge Environments

Author:

Zhuang Yan1ORCID,Zheng Zhenzhe1ORCID,Shao Yunfeng2ORCID,Li Bingshuai2ORCID,Wu Fan1ORCID,Chen Guihai1ORCID

Affiliation:

1. Shanghai Jiao Tong University, China

2. Huawei Noah's Ark Lab, China

Publisher

ACM

Reference40 articles.

1. 2022. AI Benchmark: All About Deep Learning on Smart phones. http://ai-benchmark.com/ranking_deeplearning_detailed.html

2. Samiul Alam Luyang Liu Ming Yan and Mi Zhang. 2022. FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction. In NeurIPS. 29677–29690.

3. Davide Anguita Alessandro Ghio Luca Oneto Xavier Parra Perez and Jorge Luis Reyes Ortiz. 2013. A public domain dataset for human activity recognition using smartphones. In ESANN.

4. Soroush Bateni and Cong Liu. 2020. NeuOS: A Latency-Predictable Multi-Dimensional Optimization Framework for DNN-Driven Autonomous Systems. In ATC. 371–385.

5. Romil Bhardwaj, Zhengxu Xia, Ganesh Ananthanarayanan, Junchen Jiang, Yuanchao Shu, Nikolaos Karianakis, Kevin Hsieh, Paramvir Bahl, and Ion Stoica. 2022. Ekya: Continuous learning of video analytics models on edge compute servers. In NSDI. 119–135.

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