Towards Robust Interpretability with Self-Explaining Neural Networks

Towards Robust Interpretability with Self-Explaining Neural Networks

20 June 2018

David Alvarez-Melis

Papers citing "Towards Robust Interpretability with Self-Explaining Neural Networks"

7 / 507 papers shown

Title
Axiomatic Interpretability for Multiclass Additive Models Xuezhou Zhang S. Tan Paul Koch Yin Lou Urszula Chajewska R. Caruana FAtt AI4CE 8 3 0 22 Oct 2018
Deep Reinforcement Learning Yuxi Li VLM OffRL 28 144 0 15 Oct 2018
On the Robustness of Interpretability Methods David Alvarez-Melis Tommi Jaakkola 30 521 0 21 Jun 2018
TSViz: Demystification of Deep Learning Models for Time-Series Analysis Shoaib Ahmed Siddiqui Dominique Mercier Mohsin Munir Andreas Dengel Sheraz Ahmed FAtt AI4TS 29 83 0 08 Feb 2018
Embedding Deep Networks into Visual Explanations Zhongang Qi Saeed Khorram Fuxin Li 29 27 0 15 Sep 2017
A causal framework for explaining the predictions of black-box sequence-to-sequence models David Alvarez-Melis Tommi Jaakkola CML 232 201 0 06 Jul 2017
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 234 2,238 0 24 Jun 2017