DiCE Versions Save

Generate Diverse Counterfactual Explanations for any machine learning model.

v0.4

3 years ago

Here's the latest stable version.

  • DiCE now supports Pytorch, Tensorflow 1.x and 2.
  • Includes a Variational AutoEncoder-based method to generate counterfactual examples, based on https://arxiv.org/abs/1912.03277. This method is much faster--try it out!
  • Support for private data, when only aggregate training data statistics are available to generate counterfactuals
  • Updated and faster post-hoc sparsity enhancer module for counterfactuals
  • Includes bug fixes for DiCE and tests for most DiCE functionalities.
  • More notebooks and detailed docs at http://interpret.ml/DiCE/

Big thanks to @raam93 for leading the updates, and to @divyat09 for adding the VAE method.

v0.2

4 years ago

Supports counterfactual explanations for tensorflow and pytorch classifiers.