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The Explanation Game: Explaining Machine Learning Models with Cooperative Game Theory

Sep 17, 2019
Luke Merrick, Ankur Taly


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Explainable Machine Learning in Deployment

Sep 13, 2019
Umang Bhatt, Alice Xiang, Shubham Sharma, Adrian Weller, Ankur Taly, Yunhan Jia, Joydeep Ghosh, Ruchir Puri, José M. F. Moura, Peter Eckersley


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Finding Invariants in Deep Neural Networks

Apr 29, 2019
Divya Gopinath, Ankur Taly, Hayes Converse, Corina S. Pasareanu


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Using Attribution to Decode Dataset Bias in Neural Network Models for Chemistry

Nov 29, 2018
Kevin McCloskey, Ankur Taly, Federico Monti, Michael P. Brenner, Lucy Colwell


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Counterfactual Fairness in Text Classification through Robustness

Sep 27, 2018
Sahaj Garg, Vincent Perot, Nicole Limtiaco, Ankur Taly, Ed H. Chi, Alex Beutel


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A Note about: Local Explanation Methods for Deep Neural Networks lack Sensitivity to Parameter Values

Jun 11, 2018
Mukund Sundararajan, Ankur Taly

* Technical report 

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Did the Model Understand the Question?

May 14, 2018
Pramod Kaushik Mudrakarta, Ankur Taly, Mukund Sundararajan, Kedar Dhamdhere

* ACL 2018 long paper 

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It was the training data pruning too!

Mar 12, 2018
Pramod Kaushik Mudrakarta, Ankur Taly, Mukund Sundararajan, Kedar Dhamdhere


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Abductive Matching in Question Answering

Sep 10, 2017
Kedar Dhamdhere, Kevin S. McCurley, Mukund Sundararajan, Ankur Taly


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Axiomatic Attribution for Deep Networks

Jun 13, 2017
Mukund Sundararajan, Ankur Taly, Qiqi Yan


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Gradients of Counterfactuals

Nov 15, 2016
Mukund Sundararajan, Ankur Taly, Qiqi Yan


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