swagshaw / Awesome-Cloud-Edge-AI

A curated list of research in System for Edge Intelligence and Computing(Edge MLSys), including Frameworks, Tools, Repository, etc. Paper notes are also provided.
MIT License
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Cloud-Edge Training(Cloud-Edge Collaborative Training) #10

Open swagshaw opened 2 years ago

swagshaw commented 2 years ago

Task Scheduling with Optimized Transmission Time in Collaborative Cloud-Edge Learning https://readpaper.com/paper/2896070538

swagshaw commented 2 years ago

A communication efficient distributed learning framework for smart environments https://readpaper.com/paper/2743349999 Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training https://readpaper.com/paper/2774000609 Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data. https://readpaper.com/paper/2903471046 Differential Privacy Preserving of Training Model in Wireless Big Data with Edge Computing https://readpaper.com/paper/2800696118

leeeizhang commented 2 years ago

Canoe A System for Collaborative Learning for Neural Nets https://arxiv.org/abs/2108.12124

leeeizhang commented 2 years ago
@article{usmanova2021distillation,
  title={A distillation-based approach integrating continual learning and federated learning for pervasive services},
  author={Usmanova, Anastasiia and Portet, Fran{\c{c}}ois and Lalanda, Philippe and Vega, German},
  journal={arXiv preprint arXiv:2109.04197},
  year={2021}
}

@inproceedings{yoon2021federated,
  title={Federated continual learning with weighted inter-client transfer},
  author={Yoon, Jaehong and Jeong, Wonyong and Lee, Giwoong and Yang, Eunho and Hwang, Sung Ju},
  booktitle={International Conference on Machine Learning},
  pages={12073--12086},
  year={2021},
  organization={PMLR}
}

@article{hendryx2021federated,
  title={Federated Reconnaissance: Efficient, Distributed, Class-Incremental Learning},
  author={Hendryx, Sean M and KC, Dharma Raj and Walls, Bradley and Morrison, Clayton T},
  journal={arXiv preprint arXiv:2109.00150},
  year={2021}
}
swagshaw commented 2 years ago

@MagicDevilZhang Thank you, bro. I will update them. Actually these days I am struggling in a competition and do not have enough time to update. Luckily it will end this week. Move, let us move, bro! :zap: