Data to Actionable Knowledge (DtAK) Lab

Popular repositories

1. tree-regularization-public Public

   Code for AAAI 2018 accepted paper: "Beyond Sparsity: Tree Regularization of Deep Models for Interpretability"

   Python 72 22

2. adversarial-robustness-public Public

   Code for AAAI 2018 accepted paper: "Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients"

   Jupyter Notebook 44 12

3. rrr Public

   Code/figures in Right for the Right Reasons

   Jupyter Notebook 43 12

4. ocbnn-public Public

   General purpose library for BNNs, and implementation of OC-BNNs in our 2020 NeurIPS paper.

   Python 31 6

5. hip-mdp-public Public

   Code for training and testing a Hidden Parameter Markov Decision Process, used to facilitate the transfer of learning

   Python 24 10

6. prediction-constrained-topic-models Public

   Public repo containing code to train, visualize, and evaluate semi-supervised topic models and baselines for regression/classification on labeled bag-of-words dataset, as described in Hughes et al.…

   Python 11 5