Examples are not Enough, Learn to Criticize! Criticism for Interpretability


Institutions :
Allen Institute, UT Austin, UIUC
Authors :
B. Kim, R. Khanna, S. Koyejo
Publication :
Examples are not Enough, Learn to Criticize! Criticism for Interpretability, NIPS, 2016
Source Code :
https://github.com/BeenKim/MMD-critic


Multimedia Event Detection and Recounting


Institutions :
SRI-International Sarnoff, U. of Massachusett
Authors :
H. Cheng et. al.
Publication :
SRI-Sarnoff AURORA at TRECVID 2014 - Multimedia Event Detection and Recounting
Source Code :
https://www.nist.gov/itl/iad/mig/tools


Why Should I Trust You?": Explaining the Predictions of Any Classifier"


Institutions :
U of Washington
Authors :
M. T. Ribeiro, S. Singh, S. and C. Guestrin
Publication :
Why Should I Trust You?: Explaining the Predictions of Any Classifier, KDD, 2016
Source Code :
https://github.com/marcotcr/lime


Explaining Recurrent Neural Network Predictions in Sentiment Analysis


Institutions :
Fraunhofer, TU Berlin, Korea University, Max
Authors :
L. Arras, G. Montavon, K-R. Müller and W. Samek
Publication :
Explaining Recurrent Neural Network Predictions in Sentiment Analysis, EMNLP, 2017
Source Code :
https://github.com/ArrasL/LRP_for_LSTM