sunjunaimer / laq

Code of NeurIPS 2019 paper: Communication-Efficient Distributed Learning via Lazily Aggregated Quantized Gradients

LAQ： Communication-Efficient Distributed Learning via Lazily Aggregated Quantized Gradients

Python code for NeurIPS 2019 paper: J. Sun, T. Chen, G.B. Georgios and Z. Yang, "Communication-Efficient Distributed Learning via Lazily Aggregated Quantized Gradients," Proc. of NIPS, Vancouver, Canada, December 8-14, 2019. [online] https://arxiv.org/pdf/1909.07588.pdf

Reference

Please cite our paper if our code helps you in your research.

@inproceedings{sun2019communication,
  title={Communication-efficient distributed learning via lazily aggregated quantized gradients},
  author={Sun, Jun and Chen, Tianyi and Giannakis, Georgios and Yang, Zaiyue},
  booktitle={Advances in Neural Information Processing Systems},
  pages={3365--3375},
  year={2019}
}

or

@inproceedings{sun2019,
  title={Communication-Efficient Distributed Learning via Lazily Aggregated Quantized Gradients},
  author={Sun,Jun and Chen, Tianyi and Giannakis, Georgios and Yang, Zaiyue},
  booktitle="Proc. Advances in Neural Info. Process. Syst.",
  url={https://arxiv.org/abs/1909.07588},
  year={2019},
  month={Dec},
  address={Vancouver, Canada}
}