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DPBayes

Differential privacy software from the Finnish Center for Artificial Intelligence FCAI

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  1. twinify twinify Public

    A software package for privacy-preserving generation of a synthetic twin to a given sensitive data set.

    Python 47 5

  2. PLD-Accountant PLD-Accountant Public

    Code for computing tight guarantees for differential privacy

    Python 21 9

  3. ADADP ADADP Public

    Learning rate adaptation for differentially private stochastic gradient descent

    Python 16 6

  4. d3p d3p Public

    An implementation of the differentially private variational inference algorithm for NumPyro.

    Python 16 3

  5. dca-nips2017 dca-nips2017 Public

    Differentially private learning on distributed data (NIPS 2017)

    Python 12 2

  6. jax-chacha-prng jax-chacha-prng Public

    A cryptographically-secure pseudo-random number generator for JAX based on the 20 round ChaCha cipher.

    Python 12 1

Repositories

Showing 10 of 24 repositories
  • Towards-Efficient-Scalable-Training-DP-DL Public

    This repository contains the code to reproduce the experiments carried out in Towards Efficient and Scalable Training of Differentially Private Deep Learning.

    DPBayes/Towards-Efficient-Scalable-Training-DP-DL’s past year of commit activity
    Python 1 0 0 1 Updated Oct 31, 2024
  • opacus Public Forked from pytorch/opacus

    Training PyTorch models with differential privacy

    DPBayes/opacus’s past year of commit activity
    Jupyter Notebook 0 Apache-2.0 343 0 1 Updated Oct 23, 2024
  • d3p Public

    An implementation of the differentially private variational inference algorithm for NumPyro.

    DPBayes/d3p’s past year of commit activity
    Python 16 3 6 1 Updated Sep 3, 2024
  • twinify Public

    A software package for privacy-preserving generation of a synthetic twin to a given sensitive data set.

    DPBayes/twinify’s past year of commit activity
    Python 47 Apache-2.0 5 14 2 Updated Sep 3, 2024
  • Collaborative-Learning-with-DP-Synthetic-Twin-Data Public

    Code base for the "Collaborative Learning From Distributed Data With Differentially Private Synthetic Twin Data" paper

    DPBayes/Collaborative-Learning-with-DP-Synthetic-Twin-Data’s past year of commit activity
    Python 0 0 0 0 Updated Jul 26, 2024
  • subsampling-is-not-magic Public

    This repository contains the code and Mathematica notebooks for the "Subsampling is not Magic: Why Large Batch Sizes Work for Differentially Private Stochastic Optimisation" paper

    DPBayes/subsampling-is-not-magic’s past year of commit activity
    Mathematica 0 0 0 0 Updated May 29, 2024
  • jax-chacha-prng Public

    A cryptographically-secure pseudo-random number generator for JAX based on the 20 round ChaCha cipher.

    DPBayes/jax-chacha-prng’s past year of commit activity
    Python 12 1 3 0 Updated Mar 8, 2024
  • apc-anonymizer Public
    DPBayes/apc-anonymizer’s past year of commit activity
    Python 1 Apache-2.0 2 0 0 Updated Feb 2, 2024
  • NAPSU-MQ-bayesian-downstream-experiments Public
    DPBayes/NAPSU-MQ-bayesian-downstream-experiments’s past year of commit activity
    Jupyter Notebook 0 MIT 0 0 0 Updated Oct 31, 2023
  • dpvim-experiments Public

    Code for experiments of the DPVIm paper

    DPBayes/dpvim-experiments’s past year of commit activity
    Python 0 0 0 0 Updated Sep 11, 2023
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