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Trucks Don't Mean Trump: Diagnosing Human Error in Image Analysis

May 15, 2022
J. D. Zamfirescu-Pereira, Jerry Chen, Emily Wen, Allison Koenecke, Nikhil Garg, Emma Pierson

* To be published in FAccT 2022 

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Quantifying Inequality in Underreported Medical Conditions

Oct 08, 2021
Divya Shanmugam, Emma Pierson

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WILDS: A Benchmark of in-the-Wild Distribution Shifts

Dec 14, 2020
Pang Wei Koh, Shiori Sagawa, Henrik Marklund, Sang Michael Xie, Marvin Zhang, Akshay Balsubramani, Weihua Hu, Michihiro Yasunaga, Richard Lanas Phillips, Sara Beery, Jure Leskovec, Anshul Kundaje, Emma Pierson, Sergey Levine, Chelsea Finn, Percy Liang

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Ethical Machine Learning in Health Care

Oct 08, 2020
Irene Y. Chen, Emma Pierson, Sherri Rose, Shalmali Joshi, Kadija Ferryman, Marzyeh Ghassemi

* Annual Reviews in Biomedical Data Science 2021 

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Concept Bottleneck Models

Jul 09, 2020
Pang Wei Koh, Thao Nguyen, Yew Siang Tang, Stephen Mussmann, Emma Pierson, Been Kim, Percy Liang

* ICML 2020 

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Predicting pregnancy using large-scale data from a women's health tracking mobile application

Dec 05, 2018
Bo Liu, Shuyang Shi, Yongshang Wu, Daniel Thomas, Laura Symul, Emma Pierson, Jure Leskovec

* An earlier version of this paper was presented at the 2018 NeurIPS ML4H Workshop 

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Inferring Multi-Dimensional Rates of Aging from Cross-Sectional Data

Jul 12, 2018
Emma Pierson, Pang Wei Koh, Tatsunori Hashimoto, Daphne Koller, Jure Leskovec, Nicholas Eriksson, Percy Liang

* Accepted at Joint ICML and IJCAI Workshop on Computational Biology, 2018 

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Fast Threshold Tests for Detecting Discrimination

Mar 10, 2018
Emma Pierson, Sam Corbett-Davies, Sharad Goel

* Accepted at AISTATS 2018; slightly shorter camera-ready version 

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SIMLR: A Tool for Large-Scale Genomic Analyses by Multi-Kernel Learning

Jan 18, 2018
Bo Wang, Daniele Ramazzotti, Luca De Sano, Junjie Zhu, Emma Pierson, Serafim Batzoglou

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