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Towards the Use of Saliency Maps for Explaining Low-Quality Electrocardiograms to End Users


Jul 06, 2022
Ana Lucic, Sheeraz Ahmad, Amanda Furtado Brinhosa, Vera Liao, Himani Agrawal, Umang Bhatt, Krishnaram Kenthapadi, Alice Xiang, Maarten de Rijke, Nicholas Drabowski

* Accepted to ICML 2022 Workshop on Interpretable ML in Healthcare 

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Visual Auditor: Interactive Visualization for Detection and Summarization of Model Biases


Jun 25, 2022
David Munechika, Zijie J. Wang, Jack Reidy, Josh Rubin, Krishna Gade, Krishnaram Kenthapadi, Duen Horng Chau


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A Human-Centric Take on Model Monitoring


Jun 06, 2022
Murtuza N Shergadwala, Himabindu Lakkaraju, Krishnaram Kenthapadi

* 4 pages, 0 figures 

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Are Two Heads the Same as One? Identifying Disparate Treatment in Fair Neural Networks


Apr 09, 2022
Michael Lohaus, Matthäus Kleindessner, Krishnaram Kenthapadi, Francesco Locatello, Chris Russell


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Diverse Counterfactual Explanations for Anomaly Detection in Time Series


Mar 21, 2022
Deborah Sulem, Michele Donini, Muhammad Bilal Zafar, Francois-Xavier Aubet, Jan Gasthaus, Tim Januschowski, Sanjiv Das, Krishnaram Kenthapadi, Cedric Archambeau

* 24 pages, 11 figures 

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COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks


Mar 16, 2022
Fan Wu, Linyi Li, Chejian Xu, Huan Zhang, Bhavya Kailkhura, Krishnaram Kenthapadi, Ding Zhao, Bo Li

* Published as a conference paper at ICLR 2022 

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Human-Algorithm Collaboration: Achieving Complementarity and Avoiding Unfairness


Feb 17, 2022
Kate Donahue, Alexandra Chouldechova, Krishnaram Kenthapadi

* Preliminary version accepted (panel presentation) at Neurips workshop on Human-Centered AI 

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Designing Closed Human-in-the-loop Deferral Pipelines


Feb 09, 2022
Vijay Keswani, Matthew Lease, Krishnaram Kenthapadi

* A shorter version of this paper appeared in BHCC 2021 

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More Than Words: Towards Better Quality Interpretations of Text Classifiers


Dec 23, 2021
Muhammad Bilal Zafar, Philipp Schmidt, Michele Donini, Cédric Archambeau, Felix Biessmann, Sanjiv Ranjan Das, Krishnaram Kenthapadi


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Amazon SageMaker Model Monitor: A System for Real-Time Insights into Deployed Machine Learning Models


Dec 13, 2021
David Nigenda, Zohar Karnin, Muhammad Bilal Zafar, Raghu Ramesha, Alan Tan, Michele Donini, Krishnaram Kenthapadi


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