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Understanding the Tradeoffs in Client-side Privacy for Downstream Speech Tasks

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Understanding the Tradeoffs in Client-side Privacy for Downstream Speech Tasks

Here is a link to our generated samples.

Notes

  • Link to GAN voice conversion model.

  • Link to VAE voice conversion model.

  • We used REAPER and Rubber Band to build our signal processing approach. Details are described in our paper.

  • Run src/main.py to train the adversary classifier.

  • Link to ASR model.

Paper

Understanding the Tradeoffs in Client-side Privacy for Downstream Speech Tasks

@inproceedings{wu2021privacy,
      title={Understanding the Tradeoffs in Client-side Privacy for Downstream Speech Tasks},
      author={Peter Wu and Paul Pu Liang and Jiatong Shi and Ruslan Salakhutdinov and Shinji Watanabe and Louis-Philippe Morency},
      booktitle={APSIPA ASC},
      year={2021}
}

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