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Causally-motivated Shortcut Removal Using Auxiliary Labels

Jun 03, 2021
Maggie Makar, Ben Packer, Dan Moldovan, Davis Blalock, Yoni Halpern, Alexander D'Amour

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Measuring Recommender System Effects with Simulated Users

Jan 12, 2021
Sirui Yao, Yoni Halpern, Nithum Thain, Xuezhi Wang, Kang Lee, Flavien Prost, Ed H. Chi, Jilin Chen, Alex Beutel

* Presented at Second Workshop on Fairness, Accountability, Transparency, Ethics and Society on the Web (FATES 2020) with the title "Beyond Next Step Bias: Trajectory Simulation for Understanding Recommender System Behavior" 

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Fair treatment allocations in social networks

Nov 01, 2019
James Atwood, Hansa Srinivasan, Yoni Halpern, D Sculley

* To appear in the Fair ML for Health workshop at NeurIPS 2019 

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Benefits of Overparameterization in Single-Layer Latent Variable Generative Models

Jun 28, 2019
Rares-Darius Buhai, Andrej Risteski, Yoni Halpern, David Sontag

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BriarPatches: Pixel-Space Interventions for Inducing Demographic Parity

Dec 17, 2018
Alexey A. Gritsenko, Alex D'Amour, James Atwood, Yoni Halpern, D. Sculley

* 6 pages, 5 figures, NeurIPS Workshop on Ethical, Social and Governance Issues in AI 

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No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World

Nov 22, 2017
Shreya Shankar, Yoni Halpern, Eric Breck, James Atwood, Jimbo Wilson, D. Sculley

* Presented at NIPS 2017 Workshop on Machine Learning for the Developing World 

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Clinical Tagging with Joint Probabilistic Models

Sep 22, 2016
Yoni Halpern, Steven Horng, David Sontag

* Presented at 2016 Machine Learning and Healthcare Conference (MLHC 2016), Los Angeles, CA 

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Anchored Discrete Factor Analysis

Nov 10, 2015
Yoni Halpern, Steven Horng, David Sontag

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A Practical Algorithm for Topic Modeling with Provable Guarantees

Dec 19, 2012
Sanjeev Arora, Rong Ge, Yoni Halpern, David Mimno, Ankur Moitra, David Sontag, Yichen Wu, Michael Zhu

* 26 pages 

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