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On the Fairness of Causal Algorithmic Recourse

Oct 13, 2020
Julius von Kügelgen, Umang Bhatt, Amir-Hossein Karimi, Isabel Valera, Adrian Weller, Bernhard Schölkopf


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Machine Learning Explainability for External Stakeholders

Jul 10, 2020
Umang Bhatt, McKane Andrus, Adrian Weller, Alice Xiang


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Getting a CLUE: A Method for Explaining Uncertainty Estimates

Jun 11, 2020
Javier Antorán, Umang Bhatt, Tameem Adel, Adrian Weller, José Miguel Hernández-Lobato

* 33 pages, 31 figures 

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Evaluating and Aggregating Feature-based Model Explanations

May 01, 2020
Umang Bhatt, Adrian Weller, José M. F. Moura

* Accepted at IJCAI 2020 

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A Robot's Expressive Language Affects Human Strategy and Perceptions in a Competitive Game

Oct 24, 2019
Aaron M. Roth, Samantha Reig, Umang Bhatt, Jonathan Shulgach, Tamara Amin, Afsaneh Doryab, Fei Fang, Manuela Veloso

* Proceedings of the 28th IEEE International Conference on Robot Human Interactive Communication, New Delhi, India, October 2019 
* RO-MAN 2019; 8 pages, 4 figures, 1 table 

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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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NIF: A Framework for Quantifying Neural Information Flow in Deep Networks

Jan 20, 2019
Brian Davis, Umang Bhatt, Kartikeya Bhardwaj, Radu Marculescu, Jose Moura

* In AAAI-19 Workshop on Network Interpretability for Deep Learning 

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Towards Aggregating Weighted Feature Attributions

Jan 20, 2019
Umang Bhatt, Pradeep Ravikumar, Jose M. F. Moura

* In AAAI-19 Workshop on Network Interpretability for Deep Learning 

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The Impact of Humanoid Affect Expression on Human Behavior in a Game-Theoretic Setting

Jun 10, 2018
Aaron M. Roth, Umang Bhatt, Tamara Amin, Afsaneh Doryab, Fei Fang, Manuela Veloso

* presented at 1st Workshop on Humanizing AI (HAI) at IJCAI'18 in Stockholm, Sweden 

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