1. David Alvarez-Melis and Tommi S. Jaakkola. 2018. On the Robustness of Interpretability Methods. http://arxiv.org/abs/1606.03490 David Alvarez-Melis and Tommi S. Jaakkola. 2018. On the Robustness of Interpretability Methods. http://arxiv.org/abs/1606.03490
2. Osbert Bastani Carolyn Kim and Hamsa Bastani. 2017. Interpreting Blackbox Models via Model Extraction. arXiv e-prints Article arXiv:1705.08504 (May 2017) arXiv:1705.08504 pages. arXiv:cs.LG/1705.08504 Osbert Bastani Carolyn Kim and Hamsa Bastani. 2017. Interpreting Blackbox Models via Model Extraction. arXiv e-prints Article arXiv:1705.08504 (May 2017) arXiv:1705.08504 pages. arXiv:cs.LG/1705.08504
3. Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author)