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Improved Text Classification via Test-Time Augmentation


Jun 27, 2022
Helen Lu, Divya Shanmugam, Harini Suresh, John Guttag


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Beyond Faithfulness: A Framework to Characterize and Compare Saliency Methods


Jun 07, 2022
Angie Boggust, Harini Suresh, Hendrik Strobelt, John V. Guttag, Arvind Satyanarayan

* 13 pages, 5 figures, 2 tables 

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Intuitively Assessing ML Model Reliability through Example-Based Explanations and Editing Model Inputs


Feb 17, 2021
Harini Suresh, Kathleen M. Lewis, John V. Guttag, Arvind Satyanarayan


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Beyond Expertise and Roles: A Framework to Characterize the Stakeholders of Interpretable Machine Learning and their Needs


Jan 24, 2021
Harini Suresh, Steven R. Gomez, Kevin K. Nam, Arvind Satyanarayan

* In CHI Conference on Human Factors in Computing Systems (CHI '21) 

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Underspecification Presents Challenges for Credibility in Modern Machine Learning


Nov 06, 2020
Alexander D'Amour, Katherine Heller, Dan Moldovan, Ben Adlam, Babak Alipanahi, Alex Beutel, Christina Chen, Jonathan Deaton, Jacob Eisenstein, Matthew D. Hoffman, Farhad Hormozdiari, Neil Houlsby, Shaobo Hou, Ghassen Jerfel, Alan Karthikesalingam, Mario Lucic, Yian Ma, Cory McLean, Diana Mincu, Akinori Mitani, Andrea Montanari, Zachary Nado, Vivek Natarajan, Christopher Nielson, Thomas F. Osborne, Rajiv Raman, Kim Ramasamy, Rory Sayres, Jessica Schrouff, Martin Seneviratne, Shannon Sequeira, Harini Suresh, Victor Veitch, Max Vladymyrov, Xuezhi Wang, Kellie Webster, Steve Yadlowsky, Taedong Yun, Xiaohua Zhai, D. Sculley


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Misplaced Trust: Measuring the Interference of Machine Learning in Human Decision-Making


May 22, 2020
Harini Suresh, Natalie Lao, Ilaria Liccardi

* 12th ACM Conference on Web Science, July 6-10, 2020, Southampton, United Kingdom 
* 10 pages 

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Image segmentation of liver stage malaria infection with spatial uncertainty sampling


Nov 30, 2019
Ava P. Soleimany, Harini Suresh, Jose Javier Gonzalez Ortiz, Divya Shanmugam, Nil Gural, John Guttag, Sangeeta N. Bhatia


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A Framework for Understanding Unintended Consequences of Machine Learning


Jan 28, 2019
Harini Suresh, John V. Guttag

* 6 pages, 2 figures 

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Modeling Mistrust in End-of-Life Care


Jun 30, 2018
Willie Boag, Harini Suresh, Leo Anthony Celi, Peter Szolovits, Marzyeh Ghassemi


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Learning Tasks for Multitask Learning: Heterogenous Patient Populations in the ICU


Jun 07, 2018
Harini Suresh, Jen J. Gong, John Guttag

* KDD 2018 

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