Skip to content

Jianbo-Lab/L2X

master
Switch branches/tags

Name already in use

A tag already exists with the provided branch name. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Are you sure you want to create this branch?
Code

Latest commit

 

Git stats

Files

Permalink
Failed to load latest commit information.
Type
Name
Latest commit message
Commit time
 
 
 
 
 
 
 
 
 
 

L2X

Code for replicating the experiments in the paper Learning to Explain: An Information-Theoretic Perspective on Model Interpretation at ICML 2018, by Jianbo Chen, Mitchell Stern, Martin J. Wainwright, Michael I. Jordan.

Dependencies

The code for L2X runs with Python and requires Tensorflow of version 1.2.1 or higher and Keras of version 2.0 or higher. Please pip install the following packages:

  • numpy
  • tensorflow
  • keras
  • pandas
  • nltk

Or you may run the following and in shell to install the required packages:

git clone https://github.com/Jianbo-Lab/L2X
cd L2X
sudo pip install -r requirements.txt

See README.md in respective folders for details.

Citation

If you use this code for your research, please cite our paper:

@arxiv{chen2018learning,
title = {Learning to Explain: An Information-Theoretic Perspective on Model Interpretation},
author = {Chen, Jianbo and Song, Le and Wainwright, Martin J and Jordan, Michael I}, 
journal={arXiv preprint arXiv:1802.07814}, 
year = {2018}  
}

About

No description or website provided.

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages