/trustworthyAI

trustworthy AI related projects

Primary LanguagePythonApache License 2.0Apache-2.0

Trustworthy AI

This repository is a collection of trustworthy AI related works from Huawei Noah's Ark Lab.

gCastle

  • A causal structure learning toolchain containing various functionalities related to causal learning and evaluation. A tech report describing the toolbox is available here.
  • The package offers a number of causal discovery algorithms, most of which are gradient-based, hence the name: gradient-based Causal structure learning pipeline.

Datasets

  • Code for generating synthetic datasets and real-world datasets that we have open-sourced.

Research

  • Research works related to causaility. We will continously add new methods here.
  • Currently contains implementations of CausalVAE, GAE, and causal discovery with reinforcement learning.