Umang Bhatt
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Explainable machine learning in deployment
U Bhatt, A Xiang, S Sharma, A Weller, A Taly, Y Jia, J Ghosh, R Puri, ...
ACM Conference on Fairness, Accountability, and Transparency (FAT* '20), 2020
Intelligent pothole detection and road condition assessment
U Bhatt, S Mani, E Xi, JZ Kolter
arXiv preprint arXiv:1710.02595, 2017
You Shouldn't Trust Me: Learning Models Which Conceal Unfairness From Multiple Explanation Methods.
B Dimanov, U Bhatt, M Jamnik, A Weller
ECAI 2020, 2020
Evaluating and Aggregating Feature-based Model Explanations
U Bhatt, A Weller, JMF Moura
IJCAI 2020, 2020
Machine learning explainability for external stakeholders
U Bhatt, MK Andrus, A Weller, A Xiang
arXiv preprint arXiv:2007.05408, 2020
Building Human-Machine Trust via Interpretability
U Bhatt, P Ravikumar, J Moura
Proceedings of the AAAI Conference on Artificial Intelligence 33, 9919-9920, 2019
Towards aggregating weighted feature attributions
U Bhatt, P Ravikumar, JMF Moura
arXiv preprint arXiv:1901.10040, 2019
On the fairness of causal algorithmic recourse
J von Kügelgen, U Bhatt, AH Karimi, I Valera, A Weller, B Schölkopf
NeurIPS 2020 Workshop Algorithmic Fairness through the Lens of Causality and …, 2020
On Network Science and Mutual Information for Explaining Deep Neural Networks
B Davis, U Bhatt, K Bhardwaj, R Marculescu, JMF Moura
ICASSP 2020, 2020
Getting a clue: A method for explaining uncertainty estimates
J Antorán, U Bhatt, T Adel, A Weller, JM Hernández-Lobato
ICLR 2021, 2020
A Robot’s Expressive Language Affects Human Strategy and Perceptions in a Competitive Game
AM Roth, S Reig, U Bhatt, J Shulgach, T Amin, A Doryab, F Fang, ...
IEEE RO-MAN 2019, 2019
The Impact of Humanoid Affect Expression on Human Behavior in a Game-Theoretic Setting
AM Roth, U Bhatt, T Amin, A Doryab, F Fang, M Veloso
arXiv preprint arXiv:1806.03671, 2018
Uncertainty as a Form of Transparency: Measuring, Communicating, and Using Uncertainty
U Bhatt, Y Zhang, J Antorán, QV Liao, P Sattigeri, R Fogliato, ...
arXiv preprint arXiv:2011.07586, 2020
NIF: A Framework for Quantifying Neural Information Flow in Deep Networks
B Davis, U Bhatt, K Bhardwaj, R Marculescu, J Moura
AAAI 2019 Workshop on Network Interpretability for Deep Learning, 2019
Maintaining The Humanity of Our Models
U Bhatt
AAAI 2018 Spring Symposium: AI and Society, 2017
Diagnostic Model Explanations: A Medical Narrative
U Bhatt, B Davis, JMF Moura
AAAI 2019 Spring Symposium: Interpretable AI for Well-being, 2019
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