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You are absolutely right, we are leveraging many open-source bricks to build our product, so that they can be reviewed, mainly: - https://github.com/google/dif
by ngrislain 5y ago
You are absolutely right, we are leveraging many open-source bricks to build our product, so that they can be reviewed, mainly:
- https://github.com/google/differential-privacy https://github.com/google/differential-privacy (for basic mechanisms and PLD accounting)
- https://github.com/tensorflow/privacy https://github.com/tensorflow/privacy (for DP-SGD and RDP accounting)
- https://github.com/opendp https://github.com/opendp (for our SQL module)
We actively contribute to some of them.
We also open-sourced some tech bricks we are using:
- https://github.com/sarus-tech/dp-xgboost https://github.com/sarus-tech/dp-xgboost (see also https://arxiv.org/pdf/2110.12770.pdf https://arxiv.org/pdf/2110.12770.pdf)
We plan to continue building trust in the tools we are using by publishing some of them.