Leveraging Expert Consistency to Improve Algorithmic Decision Support

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Leveraging Expert Consistency to Improve Algorithmic Decision Support

24 January 2021

Maria De-Arteaga

Vincent Jeanselme

Alexandra Chouldechova

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Papers citing "Leveraging Expert Consistency to Improve Algorithmic Decision Support"

15 / 15 papers shown

Title
Perils of Label Indeterminacy: A Case Study on Prediction of Neurological Recovery After Cardiac Arrest Jakob Schoeffer Maria De-Arteaga Jonathan Elmer 464 0 0 05 Apr 2025
Domain constraints improve risk prediction when outcome data is missing S. Balachandar Nikhil Garg Emma Pierson CML OOD 81 7 0 06 Dec 2023
Quantifying and mitigating the impact of label errors on model disparity metrics Julius Adebayo Melissa Hall Bowen Yu Bobbie Chern 63 11 0 04 Oct 2023
Mitigating Label Bias via Decoupled Confident Learning Yunyi Li Maria De-Arteaga M. Saar-Tsechansky 50 0 0 18 Jul 2023
Recentering Validity Considerations through Early-Stage Deliberations Around AI and Policy Design Anna Kawakami Amanda Coston Haiyi Zhu Hoda Heidari Kenneth Holstein 48 1 0 26 Mar 2023
Counterfactual Prediction Under Outcome Measurement Error Luke M. Guerdan Amanda Coston Kenneth Holstein Zhiwei Steven Wu 81 15 0 22 Feb 2023
Ground(less) Truth: A Causal Framework for Proxy Labels in Human-Algorithm Decision-Making Luke M. Guerdan Amanda Coston Zhiwei Steven Wu Kenneth Holstein CML 80 30 0 13 Feb 2023
Learning Complementary Policies for Human-AI Teams Ruijiang Gao M. Saar-Tsechansky Maria De-Arteaga Ligong Han Wei-Ju Sun Min Kyung Lee Matthew Lease 192 9 0 06 Feb 2023
Toward Supporting Perceptual Complementarity in Human-AI Collaboration via Reflection on Unobservables Kenneth Holstein Maria De-Arteaga Lakshmi Tumati Yanghuidi Cheng 190 27 0 28 Jul 2022
More Data Can Lead Us Astray: Active Data Acquisition in the Presence of Label Bias Yunyi Li Maria De-Arteaga M. Saar-Tsechansky FaML 83 3 0 15 Jul 2022
User-Interactive Offline Reinforcement Learning Phillip Swazinna Steffen Udluft Thomas Runkler OffRL 103 11 0 21 May 2022
Perspectives on Incorporating Expert Feedback into Model Updates Valerie Chen Umang Bhatt Hoda Heidari Adrian Weller Ameet Talwalkar 94 12 0 13 May 2022
Doubting AI Predictions: Influence-Driven Second Opinion Recommendation Maria De-Arteaga Alexandra Chouldechova Artur Dubrawski 60 4 0 29 Apr 2022
Improving Human-AI Partnerships in Child Welfare: Understanding Worker Practices, Challenges, and Desires for Algorithmic Decision Support Anna Kawakami Venkatesh Sivaraman H. Cheng Logan Stapleton Yanghuidi Cheng Diana Qing Adam Perer Zhiwei Steven Wu Haiyi Zhu Kenneth Holstein 85 112 0 05 Apr 2022
Diversity in Sociotechnical Machine Learning Systems S. Fazelpour Maria De-Arteaga 88 38 0 19 Jul 2021