Added new survey by Gilpin et al (MIT) 2019

This commit is contained in:
Anh M. Nguyen 2019-07-04 17:55:42 -05:00 committed by GitHub
parent 14a764e95c
commit d2479d7ae9
No known key found for this signature in database
GPG Key ID: 4AEE18F83AFDEB23

View File

@ -22,6 +22,7 @@ This is an on-going attempt to consolidate interesting efforts in the area of un
* A brief survey of visualization methods for deep learning models from the perspective of Explainable AI. _Chalkiadakis 2018_ [pdf](https://www.macs.hw.ac.uk/~ic14/IoannisChalkiadakis_RRR.pdf)
* A Survey Of Methods For Explaining Black Box Models. _Guidotti et al. 2018_ [pdf](https://arxiv.org/pdf/1802.01933.pdf)
* Understanding Neural Networks via Feature Visualization: A survey. _Nguyen et al. 2019_ [pdf](https://arxiv.org/pdf/1904.08939.pdf)
* Explaining Explanations: An Overview of Interpretability of Machine Learning. _Gilpin et al. 2019_ [pdf](https://arxiv.org/pdf/1806.00069.pdf)
#### Definitions of Interpretability
* The Mythos of Model Interpretability. _Lipton 2016_ [pdf](https://arxiv.org/abs/1606.03490)