That’s why we open source our code and publish our results.
Borealis AI’s AdverTorch provides researchers the tools for conducting research in different research directions for adversarial robustness.
LiteTracer acts as a drop-in replacement for argparse, and it can generate unique identifiers for experiments in addition to what argparse already does. Along with a reverse lookup tool, LiteTracer can trace-back the state of a project that generated any result tagged by the identifier.
Private Synthetic Data Generation
This toolbox provides machine learning practitioners with the ability to generate private and synthetic data samples from real world data.It currently implements 5 state of the art generative models that can generate differentially private synthetic data.