Published August 13, 2019
| Version v1
Software
Open
Duet: An Expressive Higher-order Language and Linear Type System for Statically Enforcing Differential Privacy
Creators
- 1. University of Vermont
- 2. University of California, Berkeley
- 3. Cornell University
Description
Duet is an expressive higher-order language, linear type system and tool for automatically verifying differential privacy of arbitrary higher-order programs. In addition to general purpose programming, it supports encoding machine learning algorithms such as stochastic gradient descent, as well as common auxiliary data analysis tasks such as clipping, normalization and hyperparameter tuning.
Current version is available at the GitHub repository: https://github.com/uvm-plaid/duet