Skip to content

Commit

Permalink
remove all code related to differential privacy (tensorflow#6045)
Browse files Browse the repository at this point in the history
  • Loading branch information
npapernot authored and ilyamironov committed Jan 15, 2019
1 parent d32d957 commit 8690693
Show file tree
Hide file tree
Showing 31 changed files with 1 addition and 5,412 deletions.
21 changes: 1 addition & 20 deletions research/differential_privacy/README.md
Original file line number Diff line number Diff line change
@@ -1,22 +1,3 @@
# Deep Learning with Differential Privacy

Most of the content from this directory has moved to the [tensorflow/privacy](https://github.com/tensorflow/privacy) repository, which is dedicated to learning with (differential) privacy. The remaining code is related to the PATE papers from ICLR 2017 and 2018.

### Introduction for [multiple_teachers/README.md](multiple_teachers/README.md)

This repository contains code to create a setup for learning privacy-preserving
student models by transferring knowledge from an ensemble of teachers trained
on disjoint subsets of the data for which privacy guarantees are to be provided.

Knowledge acquired by teachers is transferred to the student in a differentially
private manner by noisily aggregating the teacher decisions before feeding them
to the student during training.

paper: https://arxiv.org/abs/1610.05755

### Introduction for [pate/README.md](pate/README.md)

Implementation of an RDP privacy accountant and smooth sensitivity analysis for the PATE framework. The underlying theory and supporting experiments appear in "Scalable Private Learning with PATE" by Nicolas Papernot, Shuang Song, Ilya Mironov, Ananth Raghunathan, Kunal Talwar, Ulfar Erlingsson (ICLR 2018)

paper: https://arxiv.org/abs/1802.08908

All of the content from this directory has moved to the [tensorflow/privacy](https://github.com/tensorflow/privacy) repository, which is dedicated to learning with (differential) privacy.
1 change: 0 additions & 1 deletion research/differential_privacy/__init__.py

This file was deleted.

93 changes: 0 additions & 93 deletions research/differential_privacy/multiple_teachers/BUILD

This file was deleted.

123 changes: 0 additions & 123 deletions research/differential_privacy/multiple_teachers/README.md

This file was deleted.

This file was deleted.

130 changes: 0 additions & 130 deletions research/differential_privacy/multiple_teachers/aggregation.py

This file was deleted.

Loading

0 comments on commit 8690693

Please sign in to comment.