Learning to Communicate in Wireless Channels

This body of work studies how agents can learn to communicate over noisy wireless channels, adapt modulation schemes interactively, and coordinate without a hand-designed protocol. It grew out of work with Professor Anant Sahai at UC Berkeley and the Berkeley Wireless Research Center.

IEEE Access Paper Blind Interactive Learning of Modulation Schemes: Multi-Agent Cooperation Without Co-Design

Blind Interactive Learning of Modulation Schemes: Multi-Agent Cooperation Without Co-Design

Anant Sahai^*, Joshua Sanz^*, Vignesh Subramanian^*, Caryn Tran^*, and Kailas Vodrahalli^*

IEEE Access, 2020

Bib

@article{sahai2020blind,
  project = {echo},
  publication_sort = {2020-01},
  title = {Blind Interactive Learning of Modulation Schemes: Multi-Agent Cooperation Without Co-Design},
  author = {Sahai, Anant and Sanz, Joshua and Subramanian, Vignesh and Tran, Caryn and Vodrahalli, Kailas},
  journal = {IEEE Access},
  volume = {8},
  pages = {63790--63820},
  year = {2020},
  publisher = {IEEE},
  doi = {10.1109/ACCESS.2020.2984218},
}

Master’s Thesis Effect of Model Dissimilarity on Learning to Communicate in a Wireless Setting with Limited Information

Effect of Model Dissimilarity on Learning to Communicate in a Wireless Setting with Limited Information

Caryn Tran

University of California, Berkeley, 2019

M.S. thesis, EECS Department

Bib

@mastersthesis{tran2019effect,
  project = {echo},
  publication_sort = {2019-01},
  title = {Effect of Model Dissimilarity on Learning to Communicate in a Wireless Setting with Limited Information},
  author = {Tran, Caryn},
  school = {University of California, Berkeley},
  year = {2019},
  note = {M.S. thesis, EECS Department},
}

Allerton Paper Learning to Communicate with Limited Co-Design

Learning to Communicate with Limited Co-Design

Anant Sahai^*, Joshua Sanz^*, Vignesh Subramanian^*, Caryn Tran^*, and Kailas Vodrahalli^*

In 2019 57th Annual Allerton Conference on Communication, Control, and Computing, 2019

Bib

@inproceedings{sahai2019learning,
  project = {echo},
  publication_sort = {2019-02},
  title = {Learning to Communicate with Limited Co-Design},
  author = {Sahai, Anant and Sanz, Joshua and Subramanian, Vignesh and Tran, Caryn and Vodrahalli, Kailas},
  booktitle = {2019 57th Annual Allerton Conference on Communication, Control, and Computing},
  doi = {10.1109/ALLERTON.2019.8919749},
  year = {2019},
  organization = {IEEE}
}

arXiv Preprint Learning to Communicate in a Noisy Environment

Learning to Communicate in a Noisy Environment

Anant Sahai^*, Joshua Sanz^*, Vignesh Subramanian^*, Caryn Tran^*, and Kailas Vodrahalli^*

arXiv preprint arXiv:1910.09630, 2019

Bib

@article{sahai2019learningnoise,
  project = {echo},
  publication_sort = {2019-01},
  title = {Learning to Communicate in a Noisy Environment},
  author = {Sahai, Anant and Sanz, Joshua and Subramanian, Vignesh and Tran, Caryn and Vodrahalli, Kailas},
  journal = {arXiv preprint arXiv:1910.09630},
  url = {https://arxiv.org/abs/1910.09630},
  year = {2019}
}