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Interpretable Mixture of Experts for Structured Data


Jun 05, 2022
Aya Abdelsalam Ismail, Sercan Γ–. Arik, Jinsung Yoon, Ankur Taly, Soheil Feizi, Tomas Pfister

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First is Better Than Last for Training Data Influence


Feb 24, 2022
Chih-Kuan Yeh, Ankur Taly, Mukund Sundararajan, Frederick Liu, Pradeep Ravikumar

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Local Explanations via Necessity and Sufficiency: Unifying Theory and Practice


Mar 27, 2021
David Watson, Limor Gultchin, Ankur Taly, Luciano Floridi

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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, JosΓ© 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

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* Technical report 

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Did the Model Understand the Question?


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

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* ACL 2018 long paper 

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